Fifa analysis

library("ggplot2","gridExtra")
fifa <- read.csv("Fifa_attribute.csv")

Cleaning and EDA

summary(fifa)
##    sofifa_id       short_name         long_name            overall     
##  Min.   :    41   Length:19239       Length:19239       Min.   :47.00  
##  1st Qu.:214414   Class :character   Class :character   1st Qu.:61.00  
##  Median :236543   Mode  :character   Mode  :character   Median :66.00  
##  Mean   :231468                                         Mean   :65.77  
##  3rd Qu.:253532                                         3rd Qu.:70.00  
##  Max.   :264640                                         Max.   :93.00  
##                                                                        
##    potential       value_eur           wage_eur           age       
##  Min.   :49.00   Min.   :9.00e+03   Min.   :   500   Min.   :16.00  
##  1st Qu.:67.00   1st Qu.:4.75e+05   1st Qu.:  1000   1st Qu.:21.00  
##  Median :71.00   Median :9.75e+05   Median :  3000   Median :25.00  
##  Mean   :71.08   Mean   :2.85e+06   Mean   :  9018   Mean   :25.21  
##  3rd Qu.:75.00   3rd Qu.:2.00e+06   3rd Qu.:  8000   3rd Qu.:29.00  
##  Max.   :95.00   Max.   :1.94e+08   Max.   :350000   Max.   :54.00  
##                  NA's   :74         NA's   :61                      
##    height_cm       weight_kg       club_name         league_name       
##  Min.   :155.0   Min.   : 49.00   Length:19239       Length:19239      
##  1st Qu.:176.0   1st Qu.: 70.00   Class :character   Class :character  
##  Median :181.0   Median : 75.00   Mode  :character   Mode  :character  
##  Mean   :181.3   Mean   : 74.94                                        
##  3rd Qu.:186.0   3rd Qu.: 80.00                                        
##  Max.   :206.0   Max.   :110.00                                        
##                                                                        
##   league_level   club_position      club_jersey_number club_loaned_from  
##  Min.   :1.000   Length:19239       Min.   : 1.00      Length:19239      
##  1st Qu.:1.000   Class :character   1st Qu.: 9.00      Class :character  
##  Median :1.000   Mode  :character   Median :18.00      Mode  :character  
##  Mean   :1.354                      Mean   :20.95                        
##  3rd Qu.:1.000                      3rd Qu.:27.00                        
##  Max.   :5.000                      Max.   :99.00                        
##  NA's   :61                         NA's   :61                           
##  club_contract_valid_until nationality_name   nation_position   
##  Min.   :2021              Length:19239       Length:19239      
##  1st Qu.:2022              Class :character   Class :character  
##  Median :2022              Mode  :character   Mode  :character  
##  Mean   :2023                                                   
##  3rd Qu.:2024                                                   
##  Max.   :2031                                                   
##  NA's   :61                                                     
##  nation_jersey_number preferred_foot       weak_foot      skill_moves   
##  Min.   : 1.00        Length:19239       Min.   :1.000   Min.   :1.000  
##  1st Qu.: 7.00        Class :character   1st Qu.:3.000   1st Qu.:2.000  
##  Median :12.00        Mode  :character   Median :3.000   Median :2.000  
##  Mean   :12.57                           Mean   :2.946   Mean   :2.352  
##  3rd Qu.:19.00                           3rd Qu.:3.000   3rd Qu.:3.000  
##  Max.   :28.00                           Max.   :5.000   Max.   :5.000  
##  NA's   :18480                                                          
##  international_reputation  work_rate          body_type        
##  Min.   :1.000            Length:19239       Length:19239      
##  1st Qu.:1.000            Class :character   Class :character  
##  Median :1.000            Mode  :character   Mode  :character  
##  Mean   :1.094                                                 
##  3rd Qu.:1.000                                                 
##  Max.   :5.000                                                 
##                                                                
##   real_face         release_clause_eur       pace          shooting    
##  Length:19239       Min.   :    16000   Min.   :28.00   Min.   :18.00  
##  Class :character   1st Qu.:   806000   1st Qu.:62.00   1st Qu.:42.00  
##  Mode  :character   Median :  1600000   Median :69.00   Median :54.00  
##                     Mean   :  5374044   Mean   :68.21   Mean   :52.35  
##                     3rd Qu.:  3700000   3rd Qu.:76.00   3rd Qu.:63.00  
##                     Max.   :373500000   Max.   :97.00   Max.   :94.00  
##                     NA's   :1176        NA's   :2132    NA's   :2132   
##     passing        dribbling       defending        physic     
##  Min.   :25.00   Min.   :27.00   Min.   :14.0   Min.   :29.00  
##  1st Qu.:51.00   1st Qu.:57.00   1st Qu.:37.0   1st Qu.:59.00  
##  Median :58.00   Median :64.00   Median :56.0   Median :66.00  
##  Mean   :57.31   Mean   :62.56   Mean   :51.7   Mean   :64.82  
##  3rd Qu.:64.00   3rd Qu.:69.00   3rd Qu.:64.0   3rd Qu.:72.00  
##  Max.   :93.00   Max.   :95.00   Max.   :91.0   Max.   :90.00  
##  NA's   :2132    NA's   :2132    NA's   :2132   NA's   :2132   
##  attacking_crossing attacking_finishing attacking_heading_accuracy
##  Min.   : 6.00      Min.   : 2.00       Min.   : 5.00             
##  1st Qu.:38.00      1st Qu.:30.00       1st Qu.:44.00             
##  Median :54.00      Median :50.00       Median :55.00             
##  Mean   :49.58      Mean   :45.89       Mean   :51.78             
##  3rd Qu.:63.00      3rd Qu.:62.00       3rd Qu.:64.00             
##  Max.   :94.00      Max.   :95.00       Max.   :93.00             
##                                                                   
##  attacking_short_passing attacking_volleys skill_dribbling  skill_curve   
##  Min.   : 7.00           Min.   : 3.00     Min.   : 4.00   Min.   : 6.00  
##  1st Qu.:54.00           1st Qu.:30.00     1st Qu.:50.00   1st Qu.:35.00  
##  Median :62.00           Median :43.00     Median :61.00   Median :49.00  
##  Mean   :58.87           Mean   :42.46     Mean   :55.66   Mean   :47.27  
##  3rd Qu.:68.00           3rd Qu.:56.00     3rd Qu.:68.00   3rd Qu.:61.00  
##  Max.   :94.00           Max.   :90.00     Max.   :96.00   Max.   :94.00  
##                                                                           
##  skill_fk_accuracy skill_long_passing skill_ball_control movement_acceleration
##  Min.   : 4.00     Min.   : 9.00      Min.   : 8.00      Min.   :14.00        
##  1st Qu.:31.00     1st Qu.:44.00      1st Qu.:55.00      1st Qu.:57.00        
##  Median :41.00     Median :56.00      Median :63.00      Median :67.00        
##  Mean   :42.25     Mean   :53.07      Mean   :58.47      Mean   :64.65        
##  3rd Qu.:55.00     3rd Qu.:64.00      3rd Qu.:69.00      3rd Qu.:75.00        
##  Max.   :94.00     Max.   :93.00      Max.   :96.00      Max.   :97.00        
##                                                                               
##  movement_sprint_speed movement_agility movement_reactions movement_balance
##  Min.   :15.00         Min.   :18.0     Min.   :25.00      Min.   :15.00   
##  1st Qu.:58.00         1st Qu.:55.0     1st Qu.:56.00      1st Qu.:56.00   
##  Median :68.00         Median :66.0     Median :62.00      Median :66.00   
##  Mean   :64.71         Mean   :63.5     Mean   :61.45      Mean   :64.07   
##  3rd Qu.:75.00         3rd Qu.:74.0     3rd Qu.:67.00      3rd Qu.:74.00   
##  Max.   :97.00         Max.   :96.0     Max.   :94.00      Max.   :96.00   
##                                                                            
##  power_shot_power power_jumping   power_stamina   power_strength 
##  Min.   :20.00    Min.   :22.00   Min.   :12.00   Min.   :19.00  
##  1st Qu.:48.00    1st Qu.:57.00   1st Qu.:56.00   1st Qu.:57.00  
##  Median :59.00    Median :65.00   Median :66.00   Median :66.00  
##  Mean   :57.78    Mean   :64.81   Mean   :63.08   Mean   :65.01  
##  3rd Qu.:68.00    3rd Qu.:73.00   3rd Qu.:74.00   3rd Qu.:74.00  
##  Max.   :95.00    Max.   :95.00   Max.   :97.00   Max.   :97.00  
##                                                                  
##  power_long_shots mentality_aggression mentality_interceptions
##  Min.   : 4.00    Min.   :10.00        Min.   : 3.00          
##  1st Qu.:32.00    1st Qu.:44.00        1st Qu.:26.00          
##  Median :51.00    Median :58.00        Median :53.00          
##  Mean   :46.64    Mean   :55.54        Mean   :46.61          
##  3rd Qu.:62.00    3rd Qu.:68.00        3rd Qu.:64.00          
##  Max.   :94.00    Max.   :95.00        Max.   :91.00          
##                                                               
##  mentality_positioning mentality_vision mentality_penalties mentality_composure
##  Min.   : 2.00         Min.   :10.00    Min.   : 7.00       Min.   :12.00      
##  1st Qu.:40.00         1st Qu.:45.00    1st Qu.:38.00       1st Qu.:50.00      
##  Median :56.00         Median :55.00    Median :49.00       Median :59.00      
##  Mean   :50.33         Mean   :53.96    Mean   :47.86       Mean   :57.93      
##  3rd Qu.:64.00         3rd Qu.:64.00    3rd Qu.:60.00       3rd Qu.:66.00      
##  Max.   :96.00         Max.   :95.00    Max.   :93.00       Max.   :96.00      
##                                                                                
##  defending_marking_awareness defending_standing_tackle defending_sliding_tackle
##  Min.   : 4.0                Min.   : 5.00             Min.   : 5.00           
##  1st Qu.:29.0                1st Qu.:28.00             1st Qu.:25.00           
##  Median :52.0                Median :56.00             Median :53.00           
##  Mean   :46.6                Mean   :48.05             Mean   :45.91           
##  3rd Qu.:63.0                3rd Qu.:65.00             3rd Qu.:63.00           
##  Max.   :93.0                Max.   :93.00             Max.   :92.00           
##                                                                                
##  goalkeeping_diving goalkeeping_handling goalkeeping_kicking
##  Min.   : 2.00      Min.   : 2.00        Min.   : 2.00      
##  1st Qu.: 8.00      1st Qu.: 8.00        1st Qu.: 8.00      
##  Median :11.00      Median :11.00        Median :11.00      
##  Mean   :16.41      Mean   :16.19        Mean   :16.06      
##  3rd Qu.:14.00      3rd Qu.:14.00        3rd Qu.:14.00      
##  Max.   :91.00      Max.   :92.00        Max.   :93.00      
##                                                             
##  goalkeeping_positioning goalkeeping_reflexes goalkeeping_speed
##  Min.   : 2.00           Min.   : 2.00        Min.   :15.00    
##  1st Qu.: 8.00           1st Qu.: 8.00        1st Qu.:27.00    
##  Median :11.00           Median :11.00        Median :36.00    
##  Mean   :16.23           Mean   :16.49        Mean   :36.44    
##  3rd Qu.:14.00           3rd Qu.:14.00        3rd Qu.:45.00    
##  Max.   :92.00           Max.   :90.00        Max.   :65.00    
##                                               NA's   :17107
str(fifa)
## 'data.frame':    19239 obs. of  69 variables:
##  $ sofifa_id                  : int  158023 188545 20801 190871 192985 200389 231747 167495 192448 202126 ...
##  $ short_name                 : chr  "L. Messi" "R. Lewandowski" "Cristiano Ronaldo" "Neymar Jr" ...
##  $ long_name                  : chr  "Lionel Andrés Messi Cuccittini" "Robert Lewandowski" "Cristiano Ronaldo dos Santos Aveiro" "Neymar da Silva Santos Júnior" ...
##  $ overall                    : int  93 92 91 91 91 91 91 90 90 90 ...
##  $ potential                  : int  93 92 91 91 91 93 95 90 92 90 ...
##  $ value_eur                  : int  78000000 119500000 45000000 129000000 125500000 112000000 194000000 13500000 99000000 129500000 ...
##  $ wage_eur                   : int  320000 270000 270000 270000 350000 130000 230000 86000 250000 240000 ...
##  $ age                        : int  34 32 36 29 30 28 22 35 29 27 ...
##  $ height_cm                  : int  170 185 187 175 181 188 182 193 187 188 ...
##  $ weight_kg                  : int  72 81 83 68 70 87 73 93 85 89 ...
##  $ club_name                  : chr  "Paris Saint-Germain" "FC Bayern München" "Manchester United" "Paris Saint-Germain" ...
##  $ league_name                : chr  "French Ligue 1" "German 1. Bundesliga" "English Premier League" "French Ligue 1" ...
##  $ league_level               : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ club_position              : chr  "RW" "ST" "ST" "LW" ...
##  $ club_jersey_number         : int  30 9 7 10 17 13 7 1 1 10 ...
##  $ club_loaned_from           : chr  "" "" "" "" ...
##  $ club_contract_valid_until  : int  2023 2023 2023 2025 2025 2023 2022 2023 2025 2024 ...
##  $ nationality_name           : chr  "Argentina" "Poland" "Portugal" "Brazil" ...
##  $ nation_position            : chr  "RW" "RS" "ST" "" ...
##  $ nation_jersey_number       : int  10 9 7 NA 7 NA 10 1 NA 9 ...
##  $ preferred_foot             : chr  "Left" "Right" "Right" "Right" ...
##  $ weak_foot                  : int  4 4 4 5 5 3 4 4 4 5 ...
##  $ skill_moves                : int  4 4 5 5 4 1 5 1 1 3 ...
##  $ international_reputation   : int  5 5 5 5 4 5 4 5 4 4 ...
##  $ work_rate                  : chr  "Medium/Low" "High/Medium" "High/Low" "High/Medium" ...
##  $ body_type                  : chr  "Unique" "Unique" "Unique" "Unique" ...
##  $ real_face                  : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ release_clause_eur         : int  144300000 197200000 83300000 238700000 232200000 238000000 373500000 22300000 210400000 246100000 ...
##  $ pace                       : int  85 78 87 91 76 NA 97 NA NA 70 ...
##  $ shooting                   : int  92 92 94 83 86 NA 88 NA NA 91 ...
##  $ passing                    : int  91 79 80 86 93 NA 80 NA NA 83 ...
##  $ dribbling                  : int  95 86 88 94 88 NA 92 NA NA 83 ...
##  $ defending                  : int  34 44 34 37 64 NA 36 NA NA 47 ...
##  $ physic                     : int  65 82 75 63 78 NA 77 NA NA 83 ...
##  $ attacking_crossing         : int  85 71 87 85 94 13 78 15 18 80 ...
##  $ attacking_finishing        : int  95 95 95 83 82 11 93 13 14 94 ...
##  $ attacking_heading_accuracy : int  70 90 90 63 55 15 72 25 11 86 ...
##  $ attacking_short_passing    : int  91 85 80 86 94 43 85 60 61 85 ...
##  $ attacking_volleys          : int  88 89 86 86 82 13 83 11 14 88 ...
##  $ skill_dribbling            : int  96 85 88 95 88 12 93 30 21 83 ...
##  $ skill_curve                : int  93 79 81 88 85 13 80 14 18 83 ...
##  $ skill_fk_accuracy          : int  94 85 84 87 83 14 69 11 12 65 ...
##  $ skill_long_passing         : int  91 70 77 81 93 40 71 68 63 86 ...
##  $ skill_ball_control         : int  96 88 88 95 91 30 91 46 30 85 ...
##  $ movement_acceleration      : int  91 77 85 93 76 43 97 54 38 65 ...
##  $ movement_sprint_speed      : int  80 79 88 89 76 60 97 60 50 74 ...
##  $ movement_agility           : int  91 77 86 96 79 67 92 51 39 71 ...
##  $ movement_reactions         : int  94 93 94 89 91 88 93 87 86 92 ...
##  $ movement_balance           : int  95 82 74 84 78 49 83 35 43 70 ...
##  $ power_shot_power           : int  86 90 94 80 91 59 86 68 66 91 ...
##  $ power_jumping              : int  68 85 95 64 63 78 78 77 79 79 ...
##  $ power_stamina              : int  72 76 77 81 89 41 88 43 35 83 ...
##  $ power_strength             : int  69 86 77 53 74 78 77 80 78 85 ...
##  $ power_long_shots           : int  94 87 93 81 91 12 82 16 10 86 ...
##  $ mentality_aggression       : int  44 81 63 63 76 34 62 29 43 80 ...
##  $ mentality_interceptions    : int  40 49 29 37 66 19 38 30 22 44 ...
##  $ mentality_positioning      : int  93 95 95 86 88 11 92 12 11 94 ...
##  $ mentality_vision           : int  95 81 76 90 94 65 82 70 70 87 ...
##  $ mentality_penalties        : int  75 90 88 93 83 11 79 47 25 91 ...
##  $ mentality_composure        : int  96 88 95 93 89 68 88 70 70 91 ...
##  $ defending_marking_awareness: int  20 35 24 35 68 27 26 17 25 50 ...
##  $ defending_standing_tackle  : int  35 42 32 32 65 12 34 10 13 36 ...
##  $ defending_sliding_tackle   : int  24 19 24 29 53 18 32 11 10 38 ...
##  $ goalkeeping_diving         : int  6 15 7 9 15 87 13 88 88 8 ...
##  $ goalkeeping_handling       : int  11 6 11 9 13 92 5 88 85 10 ...
##  $ goalkeeping_kicking        : int  15 12 15 15 5 78 7 91 88 11 ...
##  $ goalkeeping_positioning    : int  14 8 14 15 10 90 11 89 88 14 ...
##  $ goalkeeping_reflexes       : int  8 10 11 11 13 90 6 88 90 11 ...
##  $ goalkeeping_speed          : int  NA NA NA NA NA 50 NA 56 43 NA ...
fifa$club_position <- as.factor(fifa$club_position)
fifa$club_name <- as.factor(fifa$club_name)
fifa$league_name <- as.factor(fifa$league_name)
fifa$league_level <- as.factor(fifa$league_level)
fifa$club_jersey_number <- as.factor(fifa$club_jersey_number)
fifa$club_loaned_from <- as.factor(fifa$club_loaned_from)
fifa$nationality_name <- as.factor(fifa$nationality_name)
fifa$nation_position <- as.factor(fifa$nation_position)
fifa$nation_jersey_number <- as.factor(fifa$nation_jersey_number)
fifa$preferred_foot <- as.factor(fifa$preferred_foot)
fifa$weak_foot <- as.factor(fifa$weak_foot)
fifa$skill_moves <- as.factor(fifa$skill_moves)
fifa$international_reputation <- as.factor(fifa$international_reputation)
fifa$work_rate <- as.factor(fifa$work_rate)
fifa$body_type <- as.factor(fifa$body_type)
fifa$real_face <- as.factor(fifa$real_face)
fifa$club_contract_valid_until <- as.factor(fifa$club_contract_valid_until)
fifa$release_clause <- cut(fifa$release_clause_eur,breaks=c(0,500000,1000000,1500000,2000000,2500000,3000000,3500000,4000000,4500000,5000000,10000000,20000000,30000000,40000000,50000000,100000000,200000000,300000000,400000000), labels=c("0-500k","500k-1M","1M-1.5M","1.5M-2M","2M-2.5M","2.5M-3M","3M-3.5M","3.5M-4M","4M-4.5M","4.5M-5M","5M-10M","10M-20M","20M-30M","30M-40M","40M-50M","50M-100M","100M-200M","200M-300M","300M-400M"))

fifa$release_threshold <- cut(fifa$release_clause_eur,breaks=c(0,1600000,400000000), labels=c("0","1"))

histograms for the numerical variables:

ggplot(fifa,aes(x=overall))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("overall")

ggplot(fifa,aes(x=potential))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("potential")

ggplot(fifa,aes(x=value_eur))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("value_eur")
## Warning: Removed 74 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=wage_eur))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("wage_eur")
## Warning: Removed 61 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=age))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("age")

ggplot(fifa,aes(x=height_cm))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("height_cm")

ggplot(fifa,aes(x=weight_kg))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("weight_kg")

ggplot(fifa,aes(x=pace))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("pace")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=shooting))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("shooting")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("passing")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=dribbling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("dribbling")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=defending))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=physic))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("physic")
## Warning: Removed 2132 rows containing non-finite values (stat_bin).

ggplot(fifa,aes(x=attacking_crossing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_crossing")

ggplot(fifa,aes(x=attacking_finishing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_finishing")

ggplot(fifa,aes(x=attacking_heading_accuracy))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_heading_accuracy")

ggplot(fifa,aes(x=attacking_short_passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_short_passing")

ggplot(fifa,aes(x=attacking_volleys))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("attacking_volleys")

ggplot(fifa,aes(x=skill_dribbling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_dribbling")

ggplot(fifa,aes(x=skill_curve))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_curve")

ggplot(fifa,aes(x=skill_fk_accuracy))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_fk_accuracy")

ggplot(fifa,aes(x=skill_long_passing))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_long_passing")

ggplot(fifa,aes(x=skill_ball_control))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("skill_ball_control")

ggplot(fifa,aes(x=movement_acceleration))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_acceleration")

ggplot(fifa,aes(x=movement_sprint_speed))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_sprint_speed")

ggplot(fifa,aes(x=movement_agility))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_agility")

ggplot(fifa,aes(x=movement_reactions))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_reactions")

ggplot(fifa,aes(x=movement_balance))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("movement_balance")

ggplot(fifa,aes(x=power_shot_power))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_shot_power")

ggplot(fifa,aes(x=power_jumping))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_jumping")

ggplot(fifa,aes(x=power_stamina))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_stamina")

ggplot(fifa,aes(x=power_strength))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_strength")

ggplot(fifa,aes(x=power_long_shots))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("power_long_shots")

ggplot(fifa,aes(x=mentality_aggression))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_aggression")

ggplot(fifa,aes(x=mentality_interceptions))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_interceptions")

ggplot(fifa,aes(x=mentality_positioning))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_positioning")

ggplot(fifa,aes(x=mentality_vision))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_vision")

ggplot(fifa,aes(x=mentality_penalties))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_penalties")

ggplot(fifa,aes(x=mentality_composure))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("mentality_composure")

ggplot(fifa,aes(x=defending_marking_awareness))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_marking_awareness")

ggplot(fifa,aes(x=defending_standing_tackle))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_standing_tackle")

ggplot(fifa,aes(x=defending_sliding_tackle))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("defending_sliding_tackle")

ggplot(fifa,aes(x=goalkeeping_diving))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_diving")

ggplot(fifa,aes(x=goalkeeping_handling))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_handling")

ggplot(fifa,aes(x=goalkeeping_kicking))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_kicking")

ggplot(fifa,aes(x=goalkeeping_positioning))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_positioning")

ggplot(fifa,aes(x=goalkeeping_reflexes))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_reflexes")

ggplot(fifa,aes(x=goalkeeping_speed))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goalkeeping_speed")
## Warning: Removed 17107 rows containing non-finite values (stat_bin).

bar chart for the categorical variables:

ggplot(fifa,aes(x=release_clause,y=frequency(release_clause)))+geom_bar(stat="identity")+labs(title="release_clause",x="release_clause",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=club_position,y=frequency(club_position)))+geom_bar(stat="identity")+labs(title="club_position",x="club_position",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=league_name,y=frequency(league_name)))+geom_bar(stat="identity")+labs(title="league_name",x="league_name",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=league_level,y=frequency(league_level)))+geom_bar(stat="identity")+labs(title="league_level",x="league_level",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=nation_position,y=frequency(nation_position)))+geom_bar(stat="identity")+labs(title="nation_position",x="nation_position",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=preferred_foot,y=frequency(preferred_foot)))+geom_bar(stat="identity")+labs(title="preferred_foot",x="preferred_foot",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=weak_foot,y=frequency(weak_foot)))+geom_bar(stat="identity")+labs(title="weak_foot",x="weak_foot",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=skill_moves,y=frequency(skill_moves)))+geom_bar(stat="identity")+labs(title="skill_moves",x="skill_moves",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=international_reputation,y=frequency(international_reputation)))+geom_bar(stat="identity")+labs(title="international_reputation",x="international_reputation",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=work_rate,y=frequency(work_rate)))+geom_bar(stat="identity")+labs(title="work_rate",x="work_rate",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=body_type,y=frequency(body_type)))+geom_bar(stat="identity")+labs(title="body_type",x="body_type",y="frequency")+theme(axis.text.x = element_text(angle = 90))

ggplot(fifa,aes(x=club_contract_valid_until,y=frequency(club_contract_valid_until)))+geom_bar(stat="identity")+labs(title="club_contract_valid_until",x="club_contract_valid_until",y="frequency")+theme(axis.text.x = element_text(angle = 90))

box plots for transfer value against numerical/continuous variables:

ggplot(fifa, aes(x=overall,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs overall")+ theme_classic()   

ggplot(fifa, aes(x=potential,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs potential")+ theme_classic()   

ggplot(fifa, aes(x=value_eur,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs value_eur")+ theme_classic()   
## Warning: Removed 74 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=wage_eur,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs wage_eur")+ theme_classic()   
## Warning: Removed 61 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=age,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs age")+ theme_classic()   

ggplot(fifa, aes(x=height_cm,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs height_cm")+ theme_classic()   

ggplot(fifa, aes(x=weight_kg,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs weight_kg")+ theme_classic()   

ggplot(fifa, aes(x=pace,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs pace")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=shooting,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs shooting")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs passing")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=dribbling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs dribbling")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=defending,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=physic,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs physic")+ theme_classic()   
## Warning: Removed 2132 rows containing non-finite values (stat_boxplot).

ggplot(fifa, aes(x=attacking_crossing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_crossing")+ theme_classic()   

ggplot(fifa, aes(x=attacking_finishing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_finishing")+ theme_classic()   

ggplot(fifa, aes(x=attacking_heading_accuracy,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_heading_accuracy")+ theme_classic()   

ggplot(fifa, aes(x=attacking_short_passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_short_passing")+ theme_classic()   

ggplot(fifa, aes(x=attacking_volleys,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs attacking_volleys")+ theme_classic()  

ggplot(fifa, aes(x=skill_dribbling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_dribbling")+ theme_classic()   

ggplot(fifa, aes(x=skill_curve,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_curve")+ theme_classic()   

ggplot(fifa, aes(x=skill_fk_accuracy,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_fk_accuracy")+ theme_classic()   

ggplot(fifa, aes(x=skill_long_passing,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_long_passing")+ theme_classic()   

ggplot(fifa, aes(x=skill_ball_control,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs skill_ball_control")+ theme_classic()   

ggplot(fifa, aes(x=movement_acceleration,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_acceleration")+ theme_classic()   

ggplot(fifa, aes(x=movement_sprint_speed,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_sprint_speed")+ theme_classic()   

ggplot(fifa, aes(x=movement_agility,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_agility")+ theme_classic()   

ggplot(fifa, aes(x=movement_reactions,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_reactions")+ theme_classic()   

ggplot(fifa, aes(x=movement_balance,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs movement_balance")+ theme_classic()   

ggplot(fifa, aes(x=power_shot_power,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_shot_power")+ theme_classic()   

ggplot(fifa, aes(x=power_jumping,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_jumping")+ theme_classic()   

ggplot(fifa, aes(x=power_stamina,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_stamina")+ theme_classic()   

ggplot(fifa, aes(x=power_strength,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_strength")+ theme_classic()   

ggplot(fifa, aes(x=power_long_shots,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs power_long_shots")+ theme_classic()   

ggplot(fifa, aes(x=mentality_aggression,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_aggression")+ theme_classic()   

ggplot(fifa, aes(x=mentality_interceptions,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_interceptions")+ theme_classic()   

ggplot(fifa, aes(x=mentality_positioning,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_positioning")+ theme_classic()   

ggplot(fifa, aes(x=mentality_vision,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_vision")+ theme_classic()   

ggplot(fifa, aes(x=mentality_penalties,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_penalties")+ theme_classic()   

ggplot(fifa, aes(x=mentality_composure,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs mentality_composure")+ theme_classic()

ggplot(fifa, aes(x=defending_marking_awareness,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending_marking_awareness")+ theme_classic()

ggplot(fifa, aes(x=defending_standing_tackle,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs defending_standing_tackle")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_diving,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_diving")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_handling,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_handling")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_kicking,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_kicking")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_positioning,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_positioning")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_reflexes,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_reflexes")+ theme_classic()

ggplot(fifa, aes(x=goalkeeping_speed,y=release_clause)) + geom_boxplot() + ggtitle(" release_clause vs goalkeeping_speed")+ theme_classic()
## Warning: Removed 17107 rows containing non-finite values (stat_boxplot).

mosaic plots for transfer value against other categorical variables:

g1 <- mosaicplot(fifa$release_clause~fifa$club_position, main ="Mosaic Plot of release clause against club_position",ylab="club_position", xlab="release_clause")

g2 <- mosaicplot(fifa$release_clause~fifa$league_name, main ="Mosaic Plot of release clause against league_name",ylab="league_name", xlab="release_clause")

g3 <- mosaicplot(fifa$release_clause~fifa$league_level, main ="Mosaic Plot of release clause against league_level",ylab="league_level", xlab="release_clause")

g4 <- mosaicplot(fifa$release_clause~fifa$nation_position, main ="Mosaic Plot of release clause against nation_position",ylab="nation_position", xlab="release_clause")

g5 <- mosaicplot(fifa$release_clause~fifa$preferred_foot, main ="Mosaic Plot of release clause against preferred_foot",ylab="preferred_foot", xlab="release_clause")

g6 <- mosaicplot(fifa$release_clause~fifa$weak_foot, main ="Mosaic Plot of release clause against weak_foot",ylab="weak_foot", xlab="release_clause")

g7 <- mosaicplot(fifa$release_clause~fifa$skill_moves, main ="Mosaic Plot of release clause against skill_moves",ylab="skill_moves", xlab="release_clause")

g8 <- mosaicplot(fifa$release_clause~fifa$international_reputation, main ="Mosaic Plot of release clause against international_reputation",ylab="international_reputation", xlab="release_clause")

g9 <- mosaicplot(fifa$release_clause~fifa$work_rate, main ="Mosaic Plot of release clause against work_rate",ylab="work_rate", xlab="release_clause")

g10 <- mosaicplot(fifa$release_clause~fifa$body_type, main ="Mosaic Plot of release clause against work_rate",ylab="body_type", xlab="release_clause")

g11 <- mosaicplot(fifa$release_clause~fifa$club_contract_valid_until, main ="Mosaic Plot of release clause against club_contract_valid_until",ylab="club_contract_valid_until", xlab="release_clause")

General principal component analysis

cleanfifa <- fifa[,-c(1,2,3,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,69,70,71)]
transfer_variables <- na.omit(cleanfifa)
pc_fifa_variables <- prcomp(transfer_variables, center = T, scale. = T)
pc_fifa_variables
## Standard deviations (1, .., p=48):
##  [1] 3.96781850 3.04833465 2.06372691 1.64385797 1.43335684 1.12342161
##  [7] 1.03522514 0.97791438 0.97227513 0.96935605 0.96645020 0.93426275
## [13] 0.83040579 0.79729944 0.72352574 0.65925900 0.64262684 0.63779007
## [19] 0.58543851 0.54466498 0.52942030 0.49760974 0.48800255 0.48283510
## [25] 0.47661729 0.45467851 0.44889859 0.43789276 0.41944243 0.40091238
## [31] 0.38209724 0.37526361 0.34968666 0.34253308 0.32995114 0.31431103
## [37] 0.31032098 0.28391075 0.26488937 0.20855130 0.17041348 0.06619925
## [43] 0.02530631 0.02496800 0.02321210 0.02126327 0.01751431 0.01563245
## 
## Rotation (n x k) = (48 x 48):
##                                      PC1          PC2           PC3
## overall                     -0.188320364  0.173103919 -0.0206178616
## potential                   -0.127220901  0.076719949  0.0664827551
## value_eur                   -0.126019251  0.091071218  0.0233124439
## wage_eur                    -0.130420284  0.106983815  0.0012483631
## age                         -0.077994217  0.135329467 -0.1291373437
## height_cm                    0.072420959  0.154465542 -0.2780453769
## weight_kg                    0.042006306  0.163138750 -0.2900997940
## release_clause_eur          -0.124299247  0.089477948  0.0253300857
## pace                        -0.111153395 -0.142994121  0.1925297365
## shooting                    -0.217659434 -0.081547896 -0.1712016984
## passing                     -0.227491108  0.065638421  0.0792379701
## dribbling                   -0.238216152 -0.030416327  0.0565980198
## defending                    0.020526405  0.289885042  0.1951241361
## physic                      -0.034704480  0.261805335 -0.1364473282
## attacking_crossing          -0.188816580  0.006548667  0.1487126919
## attacking_finishing         -0.198681556 -0.116673923 -0.1755989271
## attacking_heading_accuracy  -0.022525364  0.202307299 -0.2336904550
## attacking_short_passing     -0.196960177  0.127882228  0.0500367196
## attacking_volleys           -0.198493729 -0.076019367 -0.1702337029
## skill_dribbling             -0.225384777 -0.055732508  0.0368357044
## skill_curve                 -0.211739737 -0.024807878  0.0139926459
## skill_fk_accuracy           -0.186884964 -0.007236636 -0.0033800341
## skill_long_passing          -0.162347365  0.144848730  0.1123525551
## skill_ball_control          -0.227742140  0.034547579  0.0005103613
## movement_acceleration       -0.115329470 -0.151928006  0.2087218637
## movement_sprint_speed       -0.100947490 -0.126881022  0.1674543628
## movement_agility            -0.161805410 -0.127270069  0.1941067574
## movement_reactions          -0.173926518  0.168630773 -0.0372371122
## movement_balance            -0.117333619 -0.134882889  0.2625012887
## power_shot_power            -0.200255254  0.003012083 -0.1664733210
## power_jumping               -0.007087095  0.130128145 -0.0340573761
## power_stamina               -0.103894583  0.134886884  0.0889737959
## power_strength               0.010336434  0.220663140 -0.2525309238
## power_long_shots            -0.214118264 -0.046596049 -0.1199631135
## mentality_aggression        -0.038918430  0.255537389  0.0122161591
## mentality_interceptions      0.012537842  0.277433180  0.2026793106
## mentality_positioning       -0.211851843 -0.079971288 -0.0785358282
## mentality_vision            -0.219205857 -0.003622828  0.0086158105
## mentality_penalties         -0.173890464 -0.065917787 -0.2004408706
## mentality_composure         -0.189771733  0.130135518 -0.0594716918
## defending_marking_awareness  0.017399969  0.276902158  0.1986793057
## defending_standing_tackle    0.027855995  0.271997013  0.2209489430
## defending_sliding_tackle     0.037071142  0.264699298  0.2319967486
## goalkeeping_diving          -0.007930115  0.017986543 -0.0187903537
## goalkeeping_handling        -0.009684217  0.016465726 -0.0120314017
## goalkeeping_kicking         -0.013557700  0.016367155 -0.0258885247
## goalkeeping_positioning     -0.009973612  0.015707629 -0.0237109129
## goalkeeping_reflexes        -0.010759376  0.015668098 -0.0219936612
##                                      PC4          PC5          PC6          PC7
## overall                      0.109197994  0.009573540 -0.005333236  0.021376840
## potential                    0.264764513 -0.221599398 -0.209208340  0.237163276
## value_eur                    0.332477232 -0.328207523  0.214966079 -0.131839108
## wage_eur                     0.270881451 -0.284886769  0.214249425 -0.147630993
## age                         -0.217422075  0.211222168  0.252150214 -0.280675967
## height_cm                    0.127841946 -0.016975391 -0.186527719  0.271424944
## weight_kg                    0.102329683  0.058408087 -0.140532034  0.198035049
## release_clause_eur           0.334318452 -0.333923824  0.212275589 -0.124703310
## pace                         0.294766758  0.267194061 -0.062927956  0.128030926
## shooting                    -0.048326509  0.023108707 -0.019064760 -0.024821959
## passing                     -0.145066849 -0.052906833 -0.059361013  0.076253127
## dribbling                   -0.001185067  0.011951024 -0.057244188  0.057488728
## defending                   -0.071851247  0.005695474 -0.024286132  0.015999431
## physic                       0.104988516  0.264873655 -0.038329758 -0.030426651
## attacking_crossing          -0.101600935  0.044681512 -0.012335948  0.073852989
## attacking_finishing         -0.013665931  0.017672524 -0.012265130 -0.018881317
## attacking_heading_accuracy   0.143504211  0.087315276  0.002995267 -0.077864803
## attacking_short_passing     -0.086603558 -0.091257922 -0.089334524  0.091956679
## attacking_volleys           -0.039894361  0.006877834  0.016935301 -0.056999979
## skill_dribbling             -0.006521822  0.002097141 -0.085866699  0.100009260
## skill_curve                 -0.129147134 -0.008376321 -0.011697235  0.008570141
## skill_fk_accuracy           -0.210542020 -0.045911195  0.023045448 -0.028587381
## skill_long_passing          -0.178641838 -0.097887696 -0.085443340  0.094605257
## skill_ball_control          -0.012656494 -0.043582268 -0.082993827  0.091330098
## movement_acceleration        0.250101635  0.237391893 -0.043879314  0.091736587
## movement_sprint_speed        0.313726366  0.275544470 -0.074579449  0.149872577
## movement_agility             0.049682826  0.165514052  0.038422890 -0.060882485
## movement_reactions           0.064280713  0.001266215  0.034823919 -0.049694745
## movement_balance            -0.035627142  0.056386218  0.139650959 -0.235482194
## power_shot_power            -0.060222159  0.030978069 -0.049971094 -0.009293332
## power_jumping                0.170493837  0.308669644  0.155828475 -0.359537903
## power_stamina                0.079696176  0.293883776 -0.010840057 -0.066693776
## power_strength               0.114945900  0.190281910 -0.070762086  0.056344138
## power_long_shots            -0.106755093  0.023351734 -0.022977707 -0.025511210
## mentality_aggression        -0.008879112  0.135275121  0.004632898 -0.092551412
## mentality_interceptions     -0.089533011  0.011286668 -0.013767707  0.003043635
## mentality_positioning       -0.024750834  0.060917817 -0.009179146 -0.014820624
## mentality_vision            -0.132675709 -0.055609441 -0.050154966  0.044068973
## mentality_penalties         -0.060648720 -0.013741739  0.036836420 -0.086942055
## mentality_composure         -0.012508996 -0.014896772 -0.003215236 -0.014214503
## defending_marking_awareness -0.077012187  0.007219078 -0.015140675  0.012484556
## defending_standing_tackle   -0.082616446 -0.013286361 -0.036992527  0.037813531
## defending_sliding_tackle    -0.077666334 -0.006997714 -0.033267507  0.034163364
## goalkeeping_diving          -0.037146182  0.050662461  0.329187763  0.320030303
## goalkeeping_handling        -0.040567313  0.063039586  0.336096204  0.310775839
## goalkeeping_kicking         -0.027596117  0.067849621  0.361407755  0.185928663
## goalkeeping_positioning     -0.040566391  0.057027709  0.308130763  0.241412207
## goalkeeping_reflexes        -0.039545102  0.050434027  0.375548907  0.273121055
##                                       PC8           PC9          PC10
## overall                     -0.0211765616  0.0109135237 -0.0007936504
## potential                   -0.0827860200  0.0685259639 -0.0242203100
## value_eur                    0.0330580213 -0.0311816460  0.0168666451
## wage_eur                     0.0266098232 -0.0355477496  0.0199842404
## age                          0.0478489947 -0.0625732949  0.0304326020
## height_cm                    0.0300328619 -0.0007738005 -0.0161561206
## weight_kg                    0.0413485247 -0.0101711900 -0.0028459798
## release_clause_eur           0.0319881415 -0.0298095729  0.0166250899
## pace                         0.0177673917 -0.0096268549 -0.0055466097
## shooting                    -0.0018375377 -0.0008704809 -0.0012595105
## passing                      0.0092079930  0.0002355940  0.0011641227
## dribbling                   -0.0144909620  0.0155617053 -0.0036876492
## defending                   -0.0019201576 -0.0007217480 -0.0072436802
## physic                       0.0174346247 -0.0074712167  0.0062892010
## attacking_crossing           0.0356810276 -0.0330105830  0.0162281893
## attacking_finishing         -0.0025759512  0.0020352138  0.0004722074
## attacking_heading_accuracy  -0.0513131184  0.0130014386  0.0034174666
## attacking_short_passing     -0.0197201520  0.0286718845 -0.0052812113
## attacking_volleys            0.0005650852 -0.0053188032  0.0027428464
## skill_dribbling             -0.0088140221  0.0165565973 -0.0028687320
## skill_curve                  0.0283526748 -0.0234382395  0.0024799870
## skill_fk_accuracy            0.0297521236 -0.0290090921 -0.0011964828
## skill_long_passing           0.0001950432  0.0095679106 -0.0128358003
## skill_ball_control          -0.0224029143  0.0232963439 -0.0101257300
## movement_acceleration        0.0145274917 -0.0087533499 -0.0048683716
## movement_sprint_speed        0.0191393087 -0.0101108932 -0.0054133273
## movement_agility             0.0013022271 -0.0131776337  0.0002899857
## movement_reactions          -0.0126132211  0.0116669647 -0.0008504146
## movement_balance            -0.0341603556 -0.0027055237  0.0164172864
## power_shot_power            -0.0038558511 -0.0081978214 -0.0056907422
## power_jumping               -0.0673393593  0.0017934650  0.0397359774
## power_stamina                0.0397192997 -0.0021390178 -0.0081757871
## power_strength               0.0186157591 -0.0117376171  0.0053267988
## power_long_shots             0.0021530639 -0.0009294375 -0.0034109338
## mentality_aggression        -0.0070511071  0.0024760853  0.0109387597
## mentality_interceptions      0.0038927522 -0.0028820799 -0.0069679778
## mentality_positioning        0.0023154824  0.0021925808  0.0040249360
## mentality_vision             0.0059247181  0.0091151381  0.0025888902
## mentality_penalties         -0.0107075641 -0.0050419092 -0.0068171509
## mentality_composure         -0.0137154256  0.0135777855 -0.0036811737
## defending_marking_awareness  0.0018924590 -0.0050666306 -0.0094441721
## defending_standing_tackle    0.0011022004  0.0010235935 -0.0054334751
## defending_sliding_tackle    -0.0005370509  0.0016212687 -0.0072280536
## goalkeeping_diving          -0.0976660690 -0.8382877094 -0.2173746771
## goalkeeping_handling         0.4142381255  0.1488444581  0.4516047395
## goalkeeping_kicking          0.0190532376  0.4314270445 -0.7843423687
## goalkeeping_positioning     -0.8270852552  0.2199599449  0.3069565667
## goalkeeping_reflexes         0.3211215336  0.1509732126  0.1828842226
##                                     PC11         PC12        PC13         PC14
## overall                     -0.005859242  0.127090594 -0.23106328  0.021785365
## potential                   -0.048472020  0.400883092  0.12828546 -0.076738819
## value_eur                    0.012927731 -0.197021021  0.07412286  0.043998462
## wage_eur                     0.005960163 -0.168775073 -0.04957899 -0.025230692
## age                          0.035969791 -0.226327139 -0.48161918  0.048662844
## height_cm                    0.015262550 -0.164970285 -0.02542999 -0.073637036
## weight_kg                    0.040261225 -0.221543158 -0.09658821 -0.061865984
## release_clause_eur           0.012754925 -0.190344985  0.07857558  0.042384941
## pace                         0.022986338 -0.121486804 -0.07715445 -0.154099088
## shooting                    -0.002454616  0.008074845  0.16776339 -0.036569292
## passing                      0.004670796 -0.053190833 -0.05320497  0.026198712
## dribbling                    0.003670036  0.083618776 -0.12697551  0.116498176
## defending                    0.004774302 -0.016817629  0.05083258 -0.127133220
## physic                       0.010376048 -0.083776690  0.18204782  0.177962597
## attacking_crossing           0.030364093 -0.231728042 -0.17482893 -0.105825725
## attacking_finishing         -0.001615439  0.027471099  0.12771393  0.038630341
## attacking_heading_accuracy  -0.026013187  0.262537668 -0.14090312 -0.190213626
## attacking_short_passing     -0.011349363  0.126113017 -0.12250779  0.140400795
## attacking_volleys           -0.008793708  0.003468274  0.09592486 -0.148480501
## skill_dribbling              0.013798282  0.031931211 -0.10064206  0.113091508
## skill_curve                  0.008271591 -0.154455301  0.06219670 -0.255798723
## skill_fk_accuracy            0.001381048 -0.190718462  0.17935385 -0.352724927
## skill_long_passing          -0.006474636  0.012264611 -0.01178504  0.081540029
## skill_ball_control          -0.003606492  0.136549910 -0.16913273  0.135748177
## movement_acceleration        0.016919073 -0.095095618 -0.05580275 -0.119802773
## movement_sprint_speed        0.026293532 -0.135559288 -0.08961538 -0.172902297
## movement_agility            -0.005559367  0.013035294 -0.03894589  0.044394004
## movement_reactions          -0.008358553  0.158612774 -0.19489791  0.079694070
## movement_balance            -0.012888502  0.151711841  0.06993138  0.047001943
## power_shot_power            -0.001285356  0.004173600  0.20672587 -0.167732613
## power_jumping               -0.067354383  0.357417555  0.07788633 -0.236964601
## power_stamina                0.001618568 -0.131417359  0.38547048  0.516238217
## power_strength               0.022729502 -0.127584193  0.02544936  0.073989071
## power_long_shots            -0.005152458 -0.033991640  0.22888660 -0.064008371
## mentality_aggression        -0.003149469  0.052424380  0.17335352 -0.017020793
## mentality_interceptions      0.003645490 -0.036907460  0.06525971 -0.095674863
## mentality_positioning        0.015284970 -0.032636411  0.04654368  0.143470470
## mentality_vision             0.001749566 -0.034884992  0.07338069  0.155347659
## mentality_penalties         -0.018232235  0.049946765  0.08538909 -0.233481267
## mentality_composure         -0.016555373  0.130868494 -0.20477336  0.019769540
## defending_marking_awareness  0.006756812 -0.035357537  0.02786957 -0.099879895
## defending_standing_tackle    0.006473685 -0.036186786  0.08519498 -0.125619272
## defending_sliding_tackle     0.010531502 -0.032257975  0.06890116 -0.144375406
## goalkeeping_diving          -0.062633737  0.131833191  0.05054741  0.025319843
## goalkeeping_handling        -0.617405164  0.058936956  0.02852651 -0.001304431
## goalkeeping_kicking         -0.156852170 -0.012193739  0.01475066 -0.010920734
## goalkeeping_positioning      0.011993742 -0.110966013  0.03255183  0.012135829
## goalkeeping_reflexes         0.757646264  0.199089608  0.07064925 -0.020389982
##                                     PC15         PC16         PC17
## overall                     -0.138318116  0.137155461 -0.051974048
## potential                   -0.076110727  0.155523626  0.071248619
## value_eur                    0.052996549 -0.035773611 -0.012434360
## wage_eur                     0.011412736 -0.053023436  0.021973223
## age                         -0.129555132 -0.003657236 -0.124016091
## height_cm                    0.154098419  0.079229402  0.034394845
## weight_kg                    0.205128846 -0.073140683 -0.002245873
## release_clause_eur           0.051037061 -0.034277869 -0.008109796
## pace                        -0.062653327 -0.052258166 -0.150330611
## shooting                    -0.102679322 -0.101486104 -0.018987907
## passing                      0.193864562  0.036245106 -0.032411874
## dribbling                    0.041028663 -0.073233549  0.175615368
## defending                   -0.108382689 -0.006661231  0.026341186
## physic                       0.037674194 -0.061529751  0.021514402
## attacking_crossing           0.082272693  0.186433828  0.484668192
## attacking_finishing         -0.106011541 -0.067460243  0.029051346
## attacking_heading_accuracy  -0.179267195  0.094642253  0.058626977
## attacking_short_passing      0.172638020 -0.022302969 -0.281393214
## attacking_volleys           -0.118519809 -0.015243764 -0.001606040
## skill_dribbling              0.047709587 -0.093367792  0.307719587
## skill_curve                  0.102627361  0.145894409  0.175423132
## skill_fk_accuracy            0.104353811  0.275436319 -0.114730453
## skill_long_passing           0.316963618 -0.082287174 -0.390534325
## skill_ball_control           0.038076624 -0.030329637  0.071390611
## movement_acceleration       -0.050550525 -0.042865658 -0.114176368
## movement_sprint_speed       -0.069408582 -0.056493986 -0.170987088
## movement_agility             0.114845337 -0.096624275 -0.017546461
## movement_reactions          -0.228281493  0.131197435 -0.036320119
## movement_balance             0.028835645 -0.109742325 -0.076021534
## power_shot_power            -0.091220596 -0.237929493 -0.179478832
## power_jumping                0.591056196  0.105306230  0.132604999
## power_stamina               -0.111161564  0.486604110 -0.057289885
## power_strength               0.114846798 -0.086557612 -0.025247492
## power_long_shots            -0.047212358 -0.129848081 -0.052263518
## mentality_aggression        -0.144092304 -0.540406739  0.164334688
## mentality_interceptions     -0.095728485 -0.013185612  0.023682052
## mentality_positioning       -0.087307923 -0.070891137  0.350256711
## mentality_vision             0.175520817 -0.093070650 -0.029671486
## mentality_penalties         -0.207138287  0.268879037 -0.140212645
## mentality_composure         -0.053325622  0.009705200 -0.149610636
## defending_marking_awareness -0.096977410  0.012652856 -0.005384503
## defending_standing_tackle   -0.095801993 -0.030999748  0.035426369
## defending_sliding_tackle    -0.086518981 -0.037697967  0.056138187
## goalkeeping_diving           0.008605171 -0.006988039  0.007412932
## goalkeeping_handling        -0.012760288 -0.016156756  0.005393587
## goalkeeping_kicking          0.024193922 -0.014375747  0.020140746
## goalkeeping_positioning     -0.002097803  0.005890941 -0.009282030
## goalkeeping_reflexes         0.021459677  0.012661950 -0.004969220
##                                      PC18         PC19         PC20
## overall                      0.0984442397  0.006702694  0.031388825
## potential                    0.2252888030 -0.004751556  0.004834708
## value_eur                   -0.0342948212 -0.010160235 -0.022229965
## wage_eur                    -0.0345856881 -0.012547461  0.004536764
## age                         -0.0374392793  0.010937282  0.055854115
## height_cm                   -0.1067949878  0.161999042  0.251881811
## weight_kg                    0.1621746831  0.404519158 -0.369365244
## release_clause_eur          -0.0341542904 -0.016718972 -0.019325882
## pace                        -0.0738268502 -0.075733546  0.025533049
## shooting                    -0.1781937655  0.093287539 -0.007464941
## passing                     -0.0424225279 -0.168384933 -0.052196699
## dribbling                    0.0245615765  0.106417946 -0.046454266
## defending                   -0.1348149859  0.126244881 -0.044491600
## physic                       0.1932039641 -0.124021908 -0.070960789
## attacking_crossing           0.0007544229 -0.231745771 -0.190120006
## attacking_finishing         -0.2194861434  0.103864824 -0.028602058
## attacking_heading_accuracy  -0.2199798254 -0.270490899 -0.178415013
## attacking_short_passing     -0.0885090765 -0.162260650 -0.126196873
## attacking_volleys           -0.0328396436  0.106759551  0.040216854
## skill_dribbling             -0.0507669158  0.047799068 -0.063508282
## skill_curve                  0.2346595246 -0.002521580  0.203586053
## skill_fk_accuracy            0.3173597918 -0.099208150  0.147792091
## skill_long_passing          -0.1244572320 -0.230649849 -0.079498291
## skill_ball_control          -0.0027628159  0.031565003 -0.058010888
## movement_acceleration       -0.0210464438 -0.003578198  0.014689309
## movement_sprint_speed       -0.1130621332 -0.130671686  0.031882246
## movement_agility             0.1693520516  0.291975015  0.051988616
## movement_reactions           0.0658052719  0.115900405  0.213116545
## movement_balance             0.2691708253  0.268869848 -0.418371300
## power_shot_power            -0.0808286531  0.043420372  0.039046751
## power_jumping               -0.1991517301  0.061621387  0.112017359
## power_stamina               -0.0280935618 -0.002683816  0.042832887
## power_strength               0.1763193052 -0.035034775 -0.193899621
## power_long_shots            -0.1760821703  0.130482795  0.074250821
## mentality_aggression         0.3486253504 -0.367368979  0.127748839
## mentality_interceptions     -0.1159818361  0.148439528  0.005514144
## mentality_positioning       -0.2009965092  0.009961407  0.012151373
## mentality_vision            -0.1286136711 -0.021618762  0.114546016
## mentality_penalties          0.0542890469 -0.090740741 -0.443925998
## mentality_composure          0.2319650384  0.217136690  0.315447598
## defending_marking_awareness -0.0975479834  0.169964620 -0.014514233
## defending_standing_tackle   -0.1334345733  0.130624913 -0.057417209
## defending_sliding_tackle    -0.1365187487  0.105839950 -0.074509897
## goalkeeping_diving           0.0010805376  0.001183686 -0.003828402
## goalkeeping_handling        -0.0014442143  0.009030820 -0.017957014
## goalkeeping_kicking          0.0031957845 -0.003771553 -0.009680773
## goalkeeping_positioning      0.0059001156  0.006560036  0.007420395
## goalkeeping_reflexes         0.0016711369 -0.001660866  0.003067096
##                                     PC21         PC22          PC23
## overall                     -0.171379880 -0.108979113  2.289571e-02
## potential                   -0.149210155 -0.138843811 -6.311952e-02
## value_eur                    0.025298572 -0.009840760  2.199066e-02
## wage_eur                    -0.036864186  0.096884693  5.412842e-02
## age                         -0.074947019 -0.072261137  9.089501e-02
## height_cm                    0.249932488  0.350428741  4.933850e-02
## weight_kg                   -0.023895385 -0.061263694 -2.641243e-01
## release_clause_eur           0.023680983 -0.016576019  2.402575e-02
## pace                         0.044696671 -0.063722744 -3.429756e-02
## shooting                    -0.076085912 -0.051586146 -4.437230e-03
## passing                      0.003807132  0.018040640 -1.361588e-01
## dribbling                    0.041564258  0.040742781  2.879460e-01
## defending                    0.037158518  0.007463366  3.237937e-02
## physic                      -0.023234671 -0.069039433  7.039617e-02
## attacking_crossing          -0.230318195  0.031928531 -2.423403e-01
## attacking_finishing          0.039963869 -0.086173220 -4.401393e-02
## attacking_heading_accuracy  -0.073956331  0.540446553 -5.966391e-02
## attacking_short_passing     -0.009546278  0.021764290 -1.145256e-02
## attacking_volleys            0.031479272  0.175896664 -2.571901e-01
## skill_dribbling              0.057258876 -0.024531397  3.487988e-01
## skill_curve                 -0.083547019  0.142534976 -5.986908e-02
## skill_fk_accuracy            0.006264946 -0.087369200  1.982678e-01
## skill_long_passing           0.018623075  0.093586777 -1.048610e-01
## skill_ball_control          -0.029119817 -0.001804319  3.508204e-01
## movement_acceleration        0.057675344 -0.036042200 -6.421369e-03
## movement_sprint_speed        0.031107764 -0.081980002 -5.454920e-02
## movement_agility             0.109609128  0.406317663  1.976680e-01
## movement_reactions           0.017284614 -0.259949099 -2.464481e-01
## movement_balance            -0.068512350  0.183102781 -2.500557e-01
## power_shot_power            -0.465606395  0.067297839  1.110338e-01
## power_jumping                0.035506288 -0.188537862  1.192831e-02
## power_stamina               -0.064170441  0.183999435 -8.640552e-03
## power_strength              -0.112095318 -0.198766430  1.392373e-01
## power_long_shots            -0.198036013 -0.077750848  6.000217e-02
## mentality_aggression         0.232283995  0.067178796 -6.590744e-02
## mentality_interceptions      0.075222169 -0.056633456  1.624996e-02
## mentality_positioning        0.201457950 -0.134739650 -2.217560e-01
## mentality_vision             0.286487118 -0.074905176 -2.306888e-01
## mentality_penalties          0.536987684 -0.110850776  1.867472e-01
## mentality_composure          0.154722789  0.072891899 -1.577565e-01
## defending_marking_awareness  0.022682470 -0.022185068  3.948031e-02
## defending_standing_tackle    0.045060076 -0.030688195  4.392714e-02
## defending_sliding_tackle     0.022548317 -0.008241942  4.473639e-02
## goalkeeping_diving           0.004741771 -0.002793001 -4.879894e-03
## goalkeeping_handling        -0.004339391  0.002891182  5.657867e-03
## goalkeeping_kicking         -0.009343642  0.001409266 -7.561373e-03
## goalkeeping_positioning      0.002692767  0.009263907  9.366152e-05
## goalkeeping_reflexes         0.001656061  0.011729151  3.093821e-03
##                                      PC24          PC25         PC26
## overall                      0.0771661837  0.0319837580  0.060052306
## potential                    0.0538647667 -0.0048580916 -0.010622687
## value_eur                   -0.1347759818  0.0056229723  0.303388691
## wage_eur                     0.3034006415 -0.0480861830 -0.709768243
## age                          0.1011379293  0.0096110176  0.062436659
## height_cm                    0.1704250900 -0.0311200886  0.073518815
## weight_kg                    0.2660122228  0.1816291148  0.002363130
## release_clause_eur          -0.1450906293  0.0076535818  0.321718241
## pace                        -0.0073352365 -0.0058606621 -0.035542985
## shooting                     0.0028096449  0.0086629994  0.019554323
## passing                     -0.0020245554  0.0021693538  0.014481672
## dribbling                    0.0112604780  0.0007091589 -0.011699301
## defending                   -0.0615205502  0.0024831888 -0.011907282
## physic                      -0.1584651269 -0.0469529294 -0.038908143
## attacking_crossing           0.0791558002 -0.2221490668  0.178043036
## attacking_finishing         -0.0592973431  0.0744993574  0.003733640
## attacking_heading_accuracy  -0.2784671679  0.2610920549 -0.108465386
## attacking_short_passing      0.0817666286  0.0784165855  0.083559771
## attacking_volleys            0.0120120984 -0.1144441309  0.183648211
## skill_dribbling              0.0233223953 -0.0370778719 -0.056939001
## skill_curve                 -0.1001688063 -0.0709395023 -0.060144141
## skill_fk_accuracy           -0.0957519187  0.4186091094 -0.124197329
## skill_long_passing           0.0428520805 -0.0034792888  0.025579609
## skill_ball_control           0.0588913811  0.0061714589  0.014760824
## movement_acceleration        0.0176427612  0.0380476219  0.019819293
## movement_sprint_speed       -0.0270282223 -0.0430359073 -0.078960298
## movement_agility            -0.0538908119  0.2340966454  0.193296925
## movement_reactions           0.1181573189  0.3571185912  0.095795492
## movement_balance            -0.0658072434  0.0131240976 -0.137024583
## power_shot_power             0.1636223748 -0.2437402746  0.047036538
## power_jumping                0.1364432626 -0.0810586981  0.043532828
## power_stamina                0.2062822072 -0.0637480171 -0.022586487
## power_strength              -0.4857638877 -0.0582429374 -0.102144908
## power_long_shots             0.0101809299  0.1100101759  0.010981614
## mentality_aggression         0.3172651054  0.0511375025  0.111595750
## mentality_interceptions     -0.0401339372  0.0513459399  0.001323076
## mentality_positioning       -0.1429922064  0.1543514069 -0.133963302
## mentality_vision            -0.1723522212  0.0469134534 -0.206797120
## mentality_penalties          0.1592354701 -0.2409859374  0.072589470
## mentality_composure         -0.2697354102 -0.5201284734 -0.101305723
## defending_marking_awareness -0.0503689282 -0.0492293882  0.012796620
## defending_standing_tackle   -0.0385230768 -0.0211504522 -0.020283495
## defending_sliding_tackle    -0.0255201196 -0.0448886538 -0.013631822
## goalkeeping_diving           0.0003946899 -0.0010998636 -0.004834365
## goalkeeping_handling        -0.0056382621  0.0018656036 -0.004574864
## goalkeeping_kicking          0.0002544444 -0.0020092247 -0.003006419
## goalkeeping_positioning      0.0070348471 -0.0007367071  0.002713529
## goalkeeping_reflexes         0.0029562657 -0.0066314567 -0.005132267
##                                      PC27          PC28          PC29
## overall                      0.0617503476 -8.445067e-03 -0.0090754267
## potential                    0.1738233861 -7.542826e-02 -0.0837517207
## value_eur                   -0.1333868347 -5.352617e-03 -0.0032625649
## wage_eur                     0.2830198968  1.295964e-02 -0.0349713785
## age                          0.0125267095  2.132022e-02 -0.0042939033
## height_cm                    0.0208600176 -8.199852e-02  0.5652319283
## weight_kg                   -0.2404129930 -3.050207e-03 -0.3663859704
## release_clause_eur          -0.1408379207 -1.025204e-02 -0.0038004883
## pace                        -0.0596200749  3.992755e-02  0.0121774657
## shooting                     0.0364697123 -5.852014e-02 -0.0016620426
## passing                      0.0441537220 -4.719120e-02  0.0188625610
## dribbling                   -0.1127260544  8.565734e-02  0.0128483837
## defending                    0.0096687238  2.267033e-02 -0.0142665662
## physic                       0.1261275369  3.941343e-02  0.0629362830
## attacking_crossing           0.1660034913 -2.986080e-01  0.0731249988
## attacking_finishing          0.0754754327  3.708553e-03 -0.0352597026
## attacking_heading_accuracy  -0.2008022526 -6.910090e-02 -0.1170273818
## attacking_short_passing      0.0368505867  1.457369e-01  0.0374436131
## attacking_volleys            0.3233560226  6.287216e-01 -0.0956424750
## skill_dribbling             -0.1981452091  1.293368e-01 -0.0091587635
## skill_curve                 -0.0912929484  3.353106e-01 -0.0048984760
## skill_fk_accuracy           -0.1785192799 -5.625917e-02 -0.0087152349
## skill_long_passing           0.0784527201  3.385148e-02 -0.0577765312
## skill_ball_control          -0.1364262289  2.106058e-01  0.0499516170
## movement_acceleration        0.0090161828  3.847321e-02  0.0035957749
## movement_sprint_speed       -0.1133486227  3.780981e-02  0.0181784156
## movement_agility             0.4657845747 -3.060846e-01 -0.2409225451
## movement_reactions           0.0809715682 -3.846998e-02  0.2977992483
## movement_balance            -0.1924204895  3.595785e-02  0.4987443713
## power_shot_power            -0.1100208652 -2.191909e-01  0.1147244860
## power_jumping               -0.0279553490  1.677618e-02 -0.0136237244
## power_stamina               -0.1464943195  3.500860e-02 -0.1131673260
## power_strength               0.3024943409  4.979546e-02  0.1647673574
## power_long_shots            -0.0012493893 -1.911333e-01 -0.0029852145
## mentality_aggression        -0.0903928674 -1.263287e-02 -0.0367874580
## mentality_interceptions      0.0462986346  1.346403e-02  0.0294804486
## mentality_positioning       -0.0487605812 -5.122397e-02 -0.0190952340
## mentality_vision            -0.0261142089 -1.570339e-01 -0.0089091862
## mentality_penalties          0.0849289546 -1.473232e-01  0.0304150250
## mentality_composure         -0.2210498729 -2.033529e-01 -0.2042399141
## defending_marking_awareness  0.0354063477  1.586331e-02  0.0005947159
## defending_standing_tackle    0.0107340482  4.610410e-02 -0.0257801219
## defending_sliding_tackle    -0.0160121936  2.693997e-02 -0.0327886582
## goalkeeping_diving          -0.0096658039  7.202807e-03 -0.0024407050
## goalkeeping_handling        -0.0081039379  2.600835e-03  0.0034406476
## goalkeeping_kicking         -0.0005767209 -5.012194e-05  0.0044933105
## goalkeeping_positioning     -0.0024120150  1.994650e-03 -0.0027425105
## goalkeeping_reflexes         0.0053802563 -2.599542e-03 -0.0014856185
##                                      PC30          PC31          PC32
## overall                     -6.457164e-02 -0.2196499785  0.0683866022
## potential                   -7.146714e-02 -0.3920777008  0.1416150267
## value_eur                    1.216751e-02 -0.0184520822  0.0202201837
## wage_eur                    -2.722802e-02  0.0863644990 -0.0675527020
## age                         -5.981272e-02 -0.4161626607  0.1521432125
## height_cm                   -1.457785e-01 -0.1519447489 -0.0134889975
## weight_kg                    4.829576e-02  0.0281845007  0.0163174642
## release_clause_eur           1.778270e-02 -0.0267076265  0.0168160474
## pace                        -9.845735e-03 -0.0054985915  0.0038954615
## shooting                    -8.687093e-02 -0.0967944291 -0.1269718387
## passing                      9.231214e-03 -0.0037422836  0.0525333578
## dribbling                    2.711372e-03  0.1215335949  0.0265397873
## defending                    2.994443e-03 -0.0114152882  0.0142095739
## physic                      -2.916197e-03  0.0239650852 -0.0155041512
## attacking_crossing          -1.741974e-01  0.1447288645  0.0024325235
## attacking_finishing         -2.243916e-01 -0.2524619068 -0.2615332371
## attacking_heading_accuracy   5.672480e-02  0.0473669320  0.0417764241
## attacking_short_passing     -4.260778e-02 -0.0330638304 -0.1357176221
## attacking_volleys           -2.349415e-01  0.2284797511  0.2760220673
## skill_dribbling              3.469230e-02  0.1821341157  0.0260400339
## skill_curve                  5.718235e-01 -0.2972628106 -0.2762847592
## skill_fk_accuracy           -3.819138e-01  0.1278485672  0.0997958643
## skill_long_passing           1.676337e-02  0.0461756673 -0.2878342405
## skill_ball_control          -8.509317e-02 -0.0032418853  0.0914232165
## movement_acceleration        8.903306e-03 -0.0068873449 -0.0621220973
## movement_sprint_speed       -2.458090e-02 -0.0031715393  0.0585748892
## movement_agility             1.178656e-01  0.0011954301 -0.0031574541
## movement_reactions           2.916955e-01  0.4368120879 -0.1120908163
## movement_balance            -1.228938e-01 -0.1176169380  0.0081078074
## power_shot_power             2.575041e-01  0.1500633907  0.2284094869
## power_jumping               -2.500218e-02  0.0067264340  0.0072065901
## power_stamina               -1.128654e-02  0.0041053403  0.0253286608
## power_strength               3.593946e-02  0.0637220844 -0.0212136797
## power_long_shots            -6.747954e-02 -0.0072682696 -0.1667715112
## mentality_aggression        -7.825664e-02 -0.0620404387 -0.0294695168
## mentality_interceptions      8.719794e-03  0.0234726429  0.0063020650
## mentality_positioning       -1.527409e-02 -0.1030841030 -0.1841227832
## mentality_vision             2.126746e-01 -0.1121629385  0.6385122886
## mentality_penalties          2.009735e-01  0.0182029155 -0.0269152880
## mentality_composure         -2.165260e-01  0.1587460123 -0.1831354487
## defending_marking_awareness  5.003713e-02 -0.0504753207  0.0663922350
## defending_standing_tackle   -4.722074e-02 -0.0123381237 -0.0276039072
## defending_sliding_tackle    -2.599340e-02  0.0018400699 -0.0198431585
## goalkeeping_diving           9.577257e-04  0.0024014634  0.0006879488
## goalkeeping_handling         5.003986e-03 -0.0001305361  0.0003135786
## goalkeeping_kicking          1.169518e-03 -0.0012621447  0.0033761179
## goalkeeping_positioning      8.031148e-03  0.0080001459 -0.0059388103
## goalkeeping_reflexes        -4.827974e-05 -0.0007443422  0.0002718702
##                                      PC33         PC34          PC35
## overall                      0.0109867003  0.044890746  0.0316495377
## potential                   -0.0574250018  0.209903007  0.0019246112
## value_eur                   -0.0097004401  0.012611450 -0.0035414622
## wage_eur                     0.0159353334 -0.058158480  0.0080685052
## age                         -0.0472181234  0.196244124  0.0262320775
## height_cm                   -0.0342916431  0.051269132  0.0176911916
## weight_kg                    0.0129619637 -0.019005341 -0.0060108118
## release_clause_eur          -0.0081134336  0.015273083 -0.0030065840
## pace                         0.0165225099 -0.013635677  0.0124871871
## shooting                     0.0868638674 -0.015610343 -0.0155621622
## passing                      0.0199320604 -0.098929229  0.0101633798
## dribbling                    0.0483634326  0.111216539 -0.0184913798
## defending                   -0.0062437587 -0.024214318 -0.0086092929
## physic                       0.0196282949 -0.002564818  0.0059587207
## attacking_crossing           0.1139374821 -0.071778848 -0.0057375950
## attacking_finishing          0.1767591390 -0.010257534 -0.0421810920
## attacking_heading_accuracy   0.0882713461  0.017072517  0.0589542452
## attacking_short_passing     -0.1759737438 -0.491773508 -0.0165524668
## attacking_volleys           -0.0299845759  0.077942939 -0.0009456819
## skill_dribbling              0.0922125587  0.403680710  0.0285236800
## skill_curve                  0.0848063972 -0.073575661 -0.0419259046
## skill_fk_accuracy           -0.1495141553  0.030460998  0.0083165238
## skill_long_passing          -0.0167351047  0.527861151  0.0125892701
## skill_ball_control           0.0184813458 -0.378710185 -0.0454545557
## movement_acceleration        0.0290555190 -0.058436158  0.7609308421
## movement_sprint_speed        0.0039760185  0.026182817 -0.6059745729
## movement_agility            -0.1110723816 -0.032066296 -0.1381128494
## movement_reactions           0.0807245847  0.055726164 -0.0496193324
## movement_balance             0.0255286847  0.059268158 -0.0318294976
## power_shot_power            -0.3930079496  0.018721386  0.0567671953
## power_jumping               -0.0212169835 -0.013841195 -0.0033076419
## power_stamina                0.0055793300  0.017587508 -0.0059067082
## power_strength              -0.0038857538  0.006810267  0.0207294781
## power_long_shots             0.4549839632 -0.083192233 -0.0180322317
## mentality_aggression         0.0794422869 -0.041573539 -0.0151598507
## mentality_interceptions      0.0344472088 -0.031823106  0.0121041701
## mentality_positioning       -0.6461736537  0.014580691  0.0073358724
## mentality_vision             0.2147504702 -0.039851740  0.0708408530
## mentality_penalties          0.0029778318 -0.007667957 -0.0161591692
## mentality_composure          0.0029474033 -0.065001052  0.0277237756
## defending_marking_awareness  0.0046276060 -0.084557182 -0.0766826891
## defending_standing_tackle   -0.0448332655  0.003591297  0.0180814008
## defending_sliding_tackle    -0.0590422118  0.071161777  0.0316333235
## goalkeeping_diving           0.0008581943 -0.003143267  0.0018447075
## goalkeeping_handling        -0.0064361267  0.003585556  0.0006209960
## goalkeeping_kicking         -0.0003970684 -0.001355297  0.0007501309
## goalkeeping_positioning      0.0001038720 -0.001271539  0.0007130066
## goalkeeping_reflexes         0.0006090607 -0.001786474  0.0021047652
##                                     PC36         PC37          PC38
## overall                     -0.023344813 -0.020899707 -0.0367502304
## potential                    0.127713912 -0.025274314 -0.0042803843
## value_eur                    0.006894457 -0.005449603  0.0043756412
## wage_eur                    -0.006343042  0.016022143 -0.0047795971
## age                          0.095370974 -0.071627672 -0.0249891590
## height_cm                    0.040328254 -0.020469096 -0.0224766938
## weight_kg                   -0.014607929  0.011833606  0.0219980295
## release_clause_eur           0.010534876 -0.008504240  0.0048854433
## pace                         0.014024224  0.004533989  0.0125436437
## shooting                    -0.175283827  0.037343726 -0.0174976853
## passing                     -0.019487836 -0.018805802 -0.0862150903
## dribbling                   -0.005615789  0.012337455 -0.0346182887
## defending                   -0.004991536  0.075292913 -0.0098381416
## physic                      -0.005591531 -0.006951256 -0.0063953354
## attacking_crossing          -0.056824753  0.030183701  0.0568221823
## attacking_finishing         -0.595005368  0.118600046 -0.0491766857
## attacking_heading_accuracy   0.007742877  0.015584765  0.0068753140
## attacking_short_passing      0.074305240 -0.108229466 -0.4837410645
## attacking_volleys            0.116545775 -0.015199217 -0.0028906261
## skill_dribbling              0.027453356  0.015169802 -0.3955623176
## skill_curve                 -0.036724324 -0.038847918  0.0073255499
## skill_fk_accuracy           -0.071608467  0.047348444 -0.0342289233
## skill_long_passing           0.015339046  0.122770209  0.3104328920
## skill_ball_control          -0.043060332  0.041697326  0.6266654533
## movement_acceleration        0.006532933  0.066418715  0.0215642369
## movement_sprint_speed        0.019994453 -0.046293886  0.0030579969
## movement_agility            -0.039487430 -0.045705619 -0.0038935805
## movement_reactions          -0.122479224 -0.019920987  0.0164165738
## movement_balance             0.031185120 -0.005266986 -0.0018680148
## power_shot_power            -0.144913886  0.018849021  0.0081929729
## power_jumping               -0.013931154  0.002759027 -0.0024369660
## power_stamina               -0.005319701 -0.018103511 -0.0031187684
## power_strength               0.005251861 -0.019583798 -0.0035835938
## power_long_shots             0.615815907 -0.122364988  0.0003218517
## mentality_aggression        -0.022707140  0.039191882 -0.0071073342
## mentality_interceptions      0.071792800 -0.052264516  0.2391254923
## mentality_positioning        0.275624640  0.029523203  0.1060647519
## mentality_vision            -0.097788635 -0.050206628  0.0072463308
## mentality_penalties          0.072937583 -0.021649669  0.0271797255
## mentality_composure          0.012115982 -0.025620453 -0.0165061709
## defending_marking_awareness  0.096675460  0.786744987 -0.1636929557
## defending_standing_tackle   -0.110852793 -0.361067117 -0.0157246915
## defending_sliding_tackle    -0.134302265 -0.392438217 -0.0611137234
## goalkeeping_diving           0.003734075 -0.004419154 -0.0056010760
## goalkeeping_handling         0.001314279  0.002597739  0.0004352948
## goalkeeping_kicking         -0.004089024 -0.001525190 -0.0037908650
## goalkeeping_positioning     -0.004450989  0.002083948  0.0029835521
## goalkeeping_reflexes         0.005549149  0.001596230  0.0015075158
##                                      PC39          PC40          PC41
## overall                     -0.0673809763  0.8221906193 -1.007194e-02
## potential                    0.0590576625 -0.3640310881  2.644055e-03
## value_eur                    0.0030353421 -0.0045219334  9.631253e-04
## wage_eur                     0.0050781076 -0.0127917375 -5.791842e-03
## age                          0.0312665664 -0.3203732352  1.094830e-02
## height_cm                   -0.0177998937  0.0149615532 -3.569305e-03
## weight_kg                    0.0143098973 -0.0150739024 -1.384159e-04
## release_clause_eur          -0.0007165971 -0.0269243142  2.070145e-03
## pace                         0.0025535074 -0.0282734668  2.348355e-03
## shooting                     0.0202251755 -0.0161176425 -8.937329e-03
## passing                      0.0222653918 -0.0224426586 -6.308897e-04
## dribbling                    0.0220303505 -0.0338941977  6.405782e-03
## defending                    0.0096700401 -0.0053008324  1.221976e-01
## physic                      -0.0083382879 -0.0245656039 -6.901187e-03
## attacking_crossing           0.0117805554 -0.0493147102  1.786880e-02
## attacking_finishing          0.0767824867 -0.0506176912 -2.011256e-02
## attacking_heading_accuracy   0.0187478982 -0.0486835658  8.438515e-03
## attacking_short_passing      0.1342957095 -0.0867639064 -2.579679e-02
## attacking_volleys           -0.0148551751  0.0126834267 -9.422013e-03
## skill_dribbling              0.1358563544  0.0123816621  2.230599e-02
## skill_curve                  0.0078717945  0.0134317167  1.645264e-04
## skill_fk_accuracy           -0.0026129535 -0.0080695585 -8.062834e-03
## skill_long_passing          -0.0687630113  0.0396420131  1.823020e-02
## skill_ball_control          -0.1643106094 -0.1033421285 -1.738811e-02
## movement_acceleration       -0.0165252611 -0.0499455119  5.600678e-03
## movement_sprint_speed        0.0199600132 -0.0084370416 -1.204482e-03
## movement_agility            -0.0181640259  0.0104624872 -1.334496e-03
## movement_reactions          -0.0823185422 -0.1670542171  6.190911e-03
## movement_balance            -0.0011799658  0.0226451983  3.191617e-03
## power_shot_power             0.0686895933 -0.0079322750  1.864067e-02
## power_jumping               -0.0067311339  0.0052200796  8.833684e-03
## power_stamina                0.0035108235 -0.0448192752 -3.025606e-03
## power_strength              -0.0101585070 -0.0242782129 -8.191934e-03
## power_long_shots            -0.1235056590  0.0196316782 -8.526733e-03
## mentality_aggression        -0.0130569717  0.0194894334  4.419239e-03
## mentality_interceptions      0.8123652833  0.0775383108 -1.482949e-01
## mentality_positioning       -0.0597695518  0.0793816865 -5.379003e-03
## mentality_vision            -0.0482819945  0.0526045356 -2.161268e-03
## mentality_penalties         -0.0134535482  0.0235547152 -5.709381e-05
## mentality_composure          0.0261697419 -0.0550635721 -5.073942e-03
## defending_marking_awareness -0.2161105649 -0.0380008860 -3.575269e-02
## defending_standing_tackle   -0.1947217088 -0.0101644936  7.111121e-01
## defending_sliding_tackle    -0.3668294473 -0.0407641121 -6.724350e-01
## goalkeeping_diving           0.0005891435 -0.0012854734 -5.906945e-04
## goalkeeping_handling        -0.0011413756 -0.0008920858 -2.321340e-03
## goalkeeping_kicking          0.0011075992 -0.0017107593  1.947335e-03
## goalkeeping_positioning      0.0009935811 -0.0019929801 -3.872984e-04
## goalkeeping_reflexes         0.0025530054 -0.0019583070  1.389261e-03
##                                      PC42          PC43          PC44
## overall                      1.132412e-02  1.814045e-03  9.244737e-04
## potential                   -1.332557e-02 -9.212775e-04 -3.256820e-04
## value_eur                   -7.127643e-01 -2.753456e-03 -4.702273e-03
## wage_eur                     1.460235e-02  3.905489e-04  4.744491e-04
## age                         -1.691645e-03 -6.154032e-04 -7.284212e-04
## height_cm                    1.497048e-03 -3.536057e-04  3.269883e-04
## weight_kg                    3.886082e-03 -7.235040e-04 -5.429422e-04
## release_clause_eur           7.008796e-01  2.491827e-03  4.397822e-03
## pace                        -1.639069e-03 -4.184563e-04 -1.391255e-02
## shooting                    -4.980640e-04 -3.179054e-03 -2.765688e-03
## passing                     -5.722528e-04  7.969247e-01 -3.778662e-01
## dribbling                   -6.299077e-03  3.574715e-01  7.571000e-01
## defending                   -4.692654e-04  1.262759e-02 -5.602270e-03
## physic                       1.049600e-03  4.425763e-02  2.199269e-02
## attacking_crossing          -9.011240e-04 -2.157123e-01  1.021032e-01
## attacking_finishing         -1.056738e-04  2.619750e-03  8.892952e-04
## attacking_heading_accuracy  -1.746731e-03 -1.304965e-03  2.426963e-04
## attacking_short_passing     -1.055630e-04 -2.588710e-01  1.224150e-01
## attacking_volleys            6.216665e-03  6.815007e-04  2.620244e-04
## skill_dribbling              3.411714e-03 -1.983633e-01 -4.215193e-01
## skill_curve                 -3.271122e-03 -5.797980e-02  2.776506e-02
## skill_fk_accuracy            1.191114e-03 -5.789425e-02  2.735680e-02
## skill_long_passing           5.682508e-04 -1.411373e-01  6.663734e-02
## skill_ball_control           4.104504e-04 -1.065169e-01 -2.249624e-01
## movement_acceleration        1.720593e-05  8.282677e-04  6.734604e-03
## movement_sprint_speed        1.322924e-03  5.348773e-05  7.743687e-03
## movement_agility             2.957601e-03 -4.531134e-02 -9.533594e-02
## movement_reactions          -2.343091e-03 -1.685982e-02 -3.461426e-02
## movement_balance             4.986671e-03 -2.289482e-02 -4.707883e-02
## power_shot_power             1.128368e-03  1.031064e-03  6.857485e-04
## power_jumping                1.324198e-03 -2.649348e-03 -1.278239e-03
## power_stamina                2.260361e-03 -1.299775e-02 -6.472568e-03
## power_strength              -1.486162e-04 -2.838122e-02 -1.394251e-02
## power_long_shots            -3.147818e-03 -1.528006e-04  1.248722e-03
## mentality_aggression        -4.758916e-04 -1.204393e-02 -6.412446e-03
## mentality_interceptions      3.591224e-03 -2.441752e-03  1.222569e-03
## mentality_positioning       -2.133385e-04  1.426426e-04  7.502610e-04
## mentality_vision             1.892093e-03 -1.992356e-01  9.543407e-02
## mentality_penalties          2.153261e-04  3.578587e-04 -2.857629e-05
## mentality_composure          1.019124e-03 -1.921857e-02 -3.986794e-02
## defending_marking_awareness  7.638654e-04 -3.104708e-03  1.460270e-03
## defending_standing_tackle   -1.330673e-03 -4.741664e-03  2.779542e-03
## defending_sliding_tackle    -1.605565e-03 -1.749489e-03  8.467921e-06
## goalkeeping_diving          -7.070259e-04 -2.135157e-04  4.016939e-05
## goalkeeping_handling        -7.579038e-04 -7.744797e-05 -3.298859e-04
## goalkeeping_kicking         -4.067295e-04  1.384077e-04 -1.307944e-04
## goalkeeping_positioning     -5.563656e-04  2.933407e-04  3.584925e-06
## goalkeeping_reflexes        -1.162302e-03 -1.626740e-04 -1.034910e-05
##                                      PC45          PC46          PC47
## overall                      9.900345e-04  2.554588e-05  1.094082e-03
## potential                   -1.149661e-03 -1.554821e-04 -7.624920e-04
## value_eur                    5.532450e-04  1.400435e-03  2.116848e-04
## wage_eur                     4.094158e-04 -1.677134e-05 -7.063671e-05
## age                         -2.999809e-04 -5.243751e-05 -6.137509e-04
## height_cm                    4.712620e-04  1.365264e-04  2.745368e-04
## weight_kg                    4.317454e-04  3.903482e-05 -3.283589e-04
## release_clause_eur          -5.877168e-04 -1.523187e-03 -2.184672e-04
## pace                         2.523213e-02 -8.050931e-01  1.146263e-02
## shooting                     1.382130e-02 -1.185174e-02 -8.550061e-01
## passing                     -3.386628e-02  4.979146e-03 -2.004654e-03
## dribbling                   -4.036786e-02 -1.488761e-02 -4.114372e-03
## defending                   -1.633830e-02  2.695707e-03 -4.875924e-02
## physic                       7.913876e-01  2.455812e-02  1.157301e-02
## attacking_crossing           9.535449e-03 -1.350679e-03  5.404867e-04
## attacking_finishing         -7.915457e-03  6.549751e-03  4.442930e-01
## attacking_heading_accuracy   1.536011e-03 -4.224879e-04  3.612733e-03
## attacking_short_passing      1.027710e-02 -1.482858e-03  1.283604e-04
## attacking_volleys            5.255344e-04  6.559602e-04  4.444057e-02
## skill_dribbling              2.198872e-02  7.292728e-03  2.658393e-03
## skill_curve                  1.584070e-03  9.043943e-05  5.860498e-04
## skill_fk_accuracy            2.261194e-03 -2.815820e-04 -1.994171e-04
## skill_long_passing           5.981900e-03 -1.002756e-03  7.045758e-04
## skill_ball_control           1.265611e-02  5.181304e-03  1.142308e-03
## movement_acceleration       -1.091408e-02  3.768697e-01 -5.335318e-03
## movement_sprint_speed       -1.474499e-02  4.563907e-01 -6.625151e-03
## movement_agility             5.252100e-03  1.858783e-03  7.022990e-04
## movement_reactions           2.258864e-03  1.080146e-03  3.189193e-04
## movement_balance             2.321685e-03  7.178337e-04  1.711054e-04
## power_shot_power            -2.477293e-03  1.505112e-03  1.609077e-01
## power_jumping               -4.782020e-02 -1.480709e-03 -9.009552e-04
## power_stamina               -2.285149e-01 -7.474591e-03 -3.268169e-03
## power_strength              -5.137179e-01 -1.572110e-02 -7.501913e-03
## power_long_shots            -2.762258e-03  2.970275e-03  1.922372e-01
## mentality_aggression        -2.233972e-01 -6.797308e-03 -3.161123e-03
## mentality_interceptions      3.091623e-03 -1.165847e-03  1.074670e-02
## mentality_positioning       -1.056226e-03  4.731908e-04  4.255110e-02
## mentality_vision             8.815148e-03 -8.678009e-04  2.744067e-04
## mentality_penalties         -1.130322e-03 -8.155674e-06  3.771703e-02
## mentality_composure          1.956571e-03  5.670185e-04 -3.151794e-05
## defending_marking_awareness  5.479683e-03 -9.622343e-04  1.551580e-02
## defending_standing_tackle    7.158904e-03 -4.299273e-04  1.706440e-02
## defending_sliding_tackle     7.499055e-04 -3.274408e-04  5.153214e-03
## goalkeeping_diving          -1.694294e-04 -1.443060e-04 -2.937811e-04
## goalkeeping_handling         1.335127e-04 -1.058784e-04 -4.658714e-05
## goalkeeping_kicking         -1.593055e-04  1.622050e-04 -2.057564e-04
## goalkeeping_positioning      6.011088e-05 -8.525685e-05  4.477364e-05
## goalkeeping_reflexes        -1.378247e-04  8.454958e-05  2.035937e-04
##                                      PC48
## overall                      4.468856e-04
## potential                   -7.469128e-05
## value_eur                    4.300064e-04
## wage_eur                     9.612678e-05
## age                         -4.930896e-04
## height_cm                   -8.226563e-05
## weight_kg                    2.225775e-04
## release_clause_eur          -5.074011e-04
## pace                        -3.571992e-03
## shooting                     4.713792e-02
## passing                      1.443340e-02
## dribbling                    1.213479e-03
## defending                   -8.785147e-01
## physic                      -1.513420e-02
## attacking_crossing          -4.181244e-03
## attacking_finishing         -2.427142e-02
## attacking_heading_accuracy   6.310962e-02
## attacking_short_passing     -4.619086e-03
## attacking_volleys           -1.947923e-03
## skill_dribbling             -5.866708e-04
## skill_curve                 -9.116837e-04
## skill_fk_accuracy           -9.097462e-04
## skill_long_passing          -2.671614e-03
## skill_ball_control          -1.791896e-04
## movement_acceleration        1.178127e-03
## movement_sprint_speed        2.250173e-03
## movement_agility             1.449424e-05
## movement_reactions          -3.201699e-04
## movement_balance            -9.253572e-05
## power_shot_power            -9.096723e-03
## power_jumping                1.011818e-03
## power_stamina                4.336864e-03
## power_strength               9.790247e-03
## power_long_shots            -1.070434e-02
## mentality_aggression         3.899040e-03
## mentality_interceptions      2.010911e-01
## mentality_positioning       -2.411989e-03
## mentality_vision            -3.788868e-03
## mentality_penalties         -1.983725e-03
## mentality_composure         -2.582912e-04
## defending_marking_awareness  2.833379e-01
## defending_standing_tackle    3.000319e-01
## defending_sliding_tackle     9.908343e-02
## goalkeeping_diving          -1.877395e-05
## goalkeeping_handling        -1.985950e-04
## goalkeeping_kicking          1.267253e-04
## goalkeeping_positioning     -1.134902e-05
## goalkeeping_reflexes         1.485519e-04
summary(pc_fifa_variables)
## Importance of components:
##                          PC1    PC2     PC3    PC4    PC5     PC6     PC7
## Standard deviation     3.968 3.0483 2.06373 1.6439 1.4334 1.12342 1.03523
## Proportion of Variance 0.328 0.1936 0.08873 0.0563 0.0428 0.02629 0.02233
## Cumulative Proportion  0.328 0.5216 0.61031 0.6666 0.7094 0.73570 0.75803
##                            PC8     PC9    PC10    PC11    PC12    PC13    PC14
## Standard deviation     0.97791 0.97228 0.96936 0.96645 0.93426 0.83041 0.79730
## Proportion of Variance 0.01992 0.01969 0.01958 0.01946 0.01818 0.01437 0.01324
## Cumulative Proportion  0.77795 0.79765 0.81722 0.83668 0.85487 0.86923 0.88248
##                           PC15    PC16   PC17    PC18    PC19    PC20    PC21
## Standard deviation     0.72353 0.65926 0.6426 0.63779 0.58544 0.54466 0.52942
## Proportion of Variance 0.01091 0.00905 0.0086 0.00847 0.00714 0.00618 0.00584
## Cumulative Proportion  0.89338 0.90244 0.9110 0.91952 0.92666 0.93284 0.93868
##                           PC22    PC23    PC24    PC25    PC26   PC27    PC28
## Standard deviation     0.49761 0.48800 0.48284 0.47662 0.45468 0.4489 0.43789
## Proportion of Variance 0.00516 0.00496 0.00486 0.00473 0.00431 0.0042 0.00399
## Cumulative Proportion  0.94383 0.94880 0.95365 0.95838 0.96269 0.9669 0.97088
##                           PC29    PC30    PC31    PC32    PC33    PC34    PC35
## Standard deviation     0.41944 0.40091 0.38210 0.37526 0.34969 0.34253 0.32995
## Proportion of Variance 0.00367 0.00335 0.00304 0.00293 0.00255 0.00244 0.00227
## Cumulative Proportion  0.97455 0.97790 0.98094 0.98387 0.98642 0.98887 0.99113
##                           PC36    PC37    PC38    PC39    PC40    PC41    PC42
## Standard deviation     0.31431 0.31032 0.28391 0.26489 0.20855 0.17041 0.06620
## Proportion of Variance 0.00206 0.00201 0.00168 0.00146 0.00091 0.00061 0.00009
## Cumulative Proportion  0.99319 0.99520 0.99688 0.99834 0.99925 0.99985 0.99994
##                           PC43    PC44    PC45    PC46    PC47    PC48
## Standard deviation     0.02531 0.02497 0.02321 0.02126 0.01751 0.01563
## Proportion of Variance 0.00001 0.00001 0.00001 0.00001 0.00001 0.00001
## Cumulative Proportion  0.99995 0.99997 0.99998 0.99999 0.99999 1.00000
pc_fifa_variables_var <- pc_fifa_variables$sdev^2
pc_fifa_variables_var
##  [1] 1.574358e+01 9.292344e+00 4.258969e+00 2.702269e+00 2.054512e+00
##  [6] 1.262076e+00 1.071691e+00 9.563165e-01 9.453189e-01 9.396512e-01
## [11] 9.340260e-01 8.728469e-01 6.895738e-01 6.356864e-01 5.234895e-01
## [16] 4.346224e-01 4.129693e-01 4.067762e-01 3.427382e-01 2.966599e-01
## [21] 2.802859e-01 2.476155e-01 2.381465e-01 2.331297e-01 2.271640e-01
## [26] 2.067325e-01 2.015099e-01 1.917501e-01 1.759320e-01 1.607307e-01
## [31] 1.459983e-01 1.408228e-01 1.222808e-01 1.173289e-01 1.088678e-01
## [36] 9.879142e-02 9.629911e-02 8.060531e-02 7.016638e-02 4.349365e-02
## [41] 2.904075e-02 4.382341e-03 6.404095e-04 6.234012e-04 5.388016e-04
## [46] 4.521266e-04 3.067511e-04 2.443736e-04
pc_fifa_variables_PEV <- pc_fifa_variables_var / sum(pc_fifa_variables_var)
opar <- par(no.readonly = TRUE)
plot(
  cumsum(pc_fifa_variables_PEV),
  ylim = c(0,1),
  xlab = 'PC',
  ylab = 'cumulative PEV',
  pch = 20,
  col = 'orange'
)
abline(h = 0.8, col = 'red', lty = 'dashed')

par(opar)
opar <- par(no.readonly = TRUE)
biplot(
  pc_fifa_variables,
  scale = 0,
  col = c('grey40','orange')
)

fifa_clean <- fifa[,-c(1,2,3,11,12,15,16,18,19,20,28,69)]
fifa_clean <- na.omit(fifa_clean)
pc_fifa_clean <- cbind(fifa_clean,pc_fifa_variables$x)
pc_fifa_clean <- pc_fifa_clean[,-c(1,68:110)]
write.csv(pc_fifa_clean, "classification.csv", row.names = FALSE)

Principal component analysis dataset for neuralnetwork

fifa <- read.csv("classification.csv")
fifa <- fifa[,-c(57,59:66)]
fifa$release_threshold <- as.factor(fifa$release_threshold)
fifa$club_position <- as.factor(fifa$club_position)
fifa$league_level <- as.factor(fifa$league_level)
fifa$preferred_foot <- as.factor(fifa$preferred_foot)
fifa$weak_foot <- as.factor(fifa$weak_foot)
fifa$skill_moves <- as.factor(fifa$skill_moves)
fifa$international_reputation <- as.factor(fifa$international_reputation)
fifa$work_rate <- as.factor(fifa$work_rate)
fifa$body_type <- as.factor(fifa$body_type)
fifa$real_face <- as.factor(fifa$real_face)
fifa$club_contract_valid_until <- as.factor(fifa$club_contract_valid_until)

One hot encoding to the categorical variables

fifa$release_threshold <- as.numeric(fifa$release_threshold)

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(magrittr)
library(caret)
## Loading required package: lattice
class(fifa)
## [1] "data.frame"
fifa %<>%
  mutate_if(is.character,as.factor)

levels(fifa$league_level)
## [1] "1" "2" "3" "4" "5"
levels(fifa$club_position)
##  [1] "CAM" "CB"  "CDM" "CF"  "CM"  "LAM" "LB"  "LCB" "LCM" "LDM" "LF"  "LM" 
## [13] "LS"  "LW"  "LWB" "RAM" "RB"  "RCB" "RCM" "RDM" "RES" "RF"  "RM"  "RS" 
## [25] "RW"  "RWB" "ST"  "SUB"
levels(fifa$club_contract_valid_until)
## [1] "2021" "2022" "2023" "2024" "2025" "2026" "2027" "2028" "2031"
levels(fifa$preferred_foot)
## [1] "Left"  "Right"
levels(fifa$weak_foot)
## [1] "1" "2" "3" "4" "5"
levels(fifa$skill_moves)
## [1] "2" "3" "4" "5"
levels(fifa$international_reputation)
## [1] "1" "2" "3" "4" "5"
levels(fifa$work_rate)
## [1] "High/High"     "High/Low"      "High/Medium"   "Low/High"     
## [5] "Low/Low"       "Low/Medium"    "Medium/High"   "Medium/Low"   
## [9] "Medium/Medium"
levels(fifa$body_type)
##  [1] "Lean (170-)"      "Lean (170-185)"   "Lean (185+)"      "Normal (170-)"   
##  [5] "Normal (170-185)" "Normal (185+)"    "Stocky (170-)"    "Stocky (170-185)"
##  [9] "Stocky (185+)"    "Unique"
levels(fifa$real_face)
## [1] "No"  "Yes"
dummy <- dummyVars(" ~ .", data = fifa)
newdata <- data.frame(predict(dummy, newdata = fifa))

fifa_encoded <- as.data.frame(newdata)

fifa_encoded$release_threshold <- as.factor(fifa_encoded$release_threshold)


levels(fifa_encoded$release_threshold)[levels(fifa_encoded$release_threshold)=="1"] <- "0"
levels(fifa_encoded$release_threshold)[levels(fifa_encoded$release_threshold)=="2"] <- "1"

fifa_encoded <- fifa_encoded[,-127]

Data normalisation

MinMax <- function(x){
  tx <- (x - min(x)) / (max(x) - min(x))
  return(tx)
}

fifa_minmax <- apply(fifa_encoded[,-126], 2, MinMax) 
fifa_minmax <- as.data.frame(fifa_minmax)

Principal component analysis

fifa_minmax <- na.omit(fifa_minmax)
pc_fifa_variables <- prcomp(fifa_minmax, center = T, scale. = T)
pc_fifa_variables
## Standard deviations (1, .., p=125):
##   [1] 4.166345e+00 3.186236e+00 2.244266e+00 1.821626e+00 1.651963e+00
##   [6] 1.514751e+00 1.440288e+00 1.408119e+00 1.308219e+00 1.276741e+00
##  [11] 1.220089e+00 1.210779e+00 1.184696e+00 1.174625e+00 1.160945e+00
##  [16] 1.134090e+00 1.123286e+00 1.098923e+00 1.090514e+00 1.079679e+00
##  [21] 1.071744e+00 1.068624e+00 1.064179e+00 1.057222e+00 1.055519e+00
##  [26] 1.047304e+00 1.044474e+00 1.043124e+00 1.038582e+00 1.035863e+00
##  [31] 1.031453e+00 1.030007e+00 1.028836e+00 1.025973e+00 1.024456e+00
##  [36] 1.022925e+00 1.018953e+00 1.016460e+00 1.015662e+00 1.012637e+00
##  [41] 1.010594e+00 1.008749e+00 1.007435e+00 1.007099e+00 1.004567e+00
##  [46] 1.003065e+00 1.001254e+00 9.998136e-01 9.985519e-01 9.975621e-01
##  [51] 9.955609e-01 9.946073e-01 9.922288e-01 9.906525e-01 9.872767e-01
##  [56] 9.856405e-01 9.837189e-01 9.801910e-01 9.777726e-01 9.770394e-01
##  [61] 9.740285e-01 9.684505e-01 9.628036e-01 9.590649e-01 9.532327e-01
##  [66] 9.518147e-01 9.489355e-01 9.425538e-01 9.375814e-01 9.171925e-01
##  [71] 9.080581e-01 8.935587e-01 8.909639e-01 8.726691e-01 8.210018e-01
##  [76] 8.188888e-01 7.999201e-01 7.911716e-01 7.476219e-01 7.138661e-01
##  [81] 6.931764e-01 6.785508e-01 6.326880e-01 6.144071e-01 5.981577e-01
##  [86] 5.845334e-01 5.795184e-01 5.517880e-01 5.211707e-01 5.034881e-01
##  [91] 4.810560e-01 4.718301e-01 4.707677e-01 4.529379e-01 4.434029e-01
##  [96] 4.329984e-01 3.987225e-01 3.843242e-01 3.742025e-01 3.622989e-01
## [101] 3.456377e-01 3.390865e-01 3.294371e-01 3.280353e-01 3.111779e-01
## [106] 3.083776e-01 2.824928e-01 2.631663e-01 1.690533e-01 2.525918e-02
## [111] 2.491985e-02 2.316888e-02 2.121758e-02 1.748882e-02 1.561052e-02
## [116] 3.973739e-14 7.587747e-15 4.978981e-15 3.884609e-15 3.648326e-15
## [121] 3.601556e-15 3.449879e-15 2.459761e-15 1.972135e-15 1.753281e-15
## 
## Rotation (n x k) = (125 x 125):
##                                          PC1           PC2           PC3
## potential                      -0.1144244139  0.0844896055 -0.0410101390
## value_eur                      -0.1145297510  0.1037571038  0.0043492405
## wage_eur                       -0.1198725889  0.1224860088  0.0201343524
## age                            -0.0680329465  0.1375959770  0.0896031433
## height_cm                       0.0792209817  0.1494092247  0.2545240611
## weight_kg                       0.0499869800  0.1589104126  0.2570307550
## league_level.1                 -0.0260200506  0.0159306835 -0.0189767816
## league_level.2                  0.0055964867  0.0010518864  0.0123235382
## league_level.3                  0.0221590943 -0.0160076821  0.0129920368
## league_level.4                  0.0200824375 -0.0176779626  0.0024178147
## league_level.5                  0.0054144474 -0.0031821919  0.0064443320
## club_position.CAM              -0.0381723356 -0.0070996936 -0.0007882367
## club_position.CB                0.0260074838  0.0427024246  0.0175674531
## club_position.CDM              -0.0080149518  0.0339326941 -0.0095011715
## club_position.CF               -0.0123235098  0.0039926003  0.0105408757
## club_position.CM               -0.0097951494  0.0163148542 -0.0096612058
## club_position.LAM              -0.0108970754 -0.0066347394 -0.0043473891
## club_position.LB               -0.0090489368  0.0202160170 -0.0989411563
## club_position.LCB               0.0421158756  0.0835782218  0.0146713236
## club_position.LCM              -0.0251360924  0.0236842836 -0.0312064658
## club_position.LDM              -0.0135323050  0.0294884674 -0.0220055935
## club_position.LF               -0.0100884976 -0.0098571792 -0.0018336644
## club_position.LM               -0.0312289385 -0.0268426545 -0.0187748806
## club_position.LS               -0.0202812450 -0.0151955092  0.0851167276
## club_position.LW               -0.0247171096 -0.0223381976  0.0028071664
## club_position.LWB              -0.0021296910  0.0042327685 -0.0384773298
## club_position.RAM              -0.0088400019 -0.0059399550  0.0016090297
## club_position.RB               -0.0031804491  0.0232058133 -0.0790070313
## club_position.RCB               0.0464856238  0.0842000156  0.0219368366
## club_position.RCM              -0.0240259387  0.0269908801 -0.0290016579
## club_position.RDM              -0.0107714374  0.0323460582 -0.0140959940
## club_position.RES               0.0539129655 -0.0728651083 -0.0139328162
## club_position.RF               -0.0124106598 -0.0051097380  0.0052473928
## club_position.RM               -0.0319233155 -0.0253110129 -0.0213304771
## club_position.RS               -0.0192622750 -0.0163223821  0.0854879784
## club_position.RW               -0.0260799101 -0.0247190772  0.0022893018
## club_position.RWB              -0.0002492467  0.0022949943 -0.0331733381
## club_position.ST               -0.0284723976 -0.0132453626  0.1605843683
## club_position.SUB               0.0113560566 -0.0378550215  0.0166143196
## club_contract_valid_until.2021  0.0243408058 -0.0140121168  0.0088518756
## club_contract_valid_until.2022  0.0209229501 -0.0040660518  0.0166874931
## club_contract_valid_until.2023 -0.0058835511  0.0037056837 -0.0029546486
## club_contract_valid_until.2024 -0.0279224814  0.0120361271 -0.0110832780
## club_contract_valid_until.2025 -0.0041620250 -0.0063813285 -0.0175768311
## club_contract_valid_until.2026 -0.0194935601  0.0107701277 -0.0031041824
## club_contract_valid_until.2027 -0.0106032279  0.0065414909 -0.0029158974
## club_contract_valid_until.2028 -0.0045316977  0.0022275218  0.0077663811
## club_contract_valid_until.2031 -0.0015706987  0.0034566921 -0.0010358217
## preferred_foot.Left            -0.0090343754  0.0007952113 -0.0963628783
## preferred_foot.Right            0.0090343754 -0.0007952113  0.0963628783
## weak_foot.1                     0.0027628848  0.0021631003 -0.0019694051
## weak_foot.2                     0.0557904631  0.0102910313 -0.0241069594
## weak_foot.3                     0.0190296416 -0.0059104221 -0.0138136034
## weak_foot.4                    -0.0753249418 -0.0034102094  0.0396278980
## weak_foot.5                    -0.0279501650 -0.0002692393  0.0131708837
## skill_moves.2                   0.1684216027  0.0428493131 -0.0052587453
## skill_moves.3                  -0.1189752981 -0.0367886553  0.0032937273
## skill_moves.4                  -0.0965017090 -0.0154140470  0.0021232782
## skill_moves.5                  -0.0334937117  0.0060872084  0.0084828752
## international_reputation.1      0.1005227218 -0.1157581657 -0.0442155149
## international_reputation.2     -0.0739443729  0.0906467620  0.0338358662
## international_reputation.3     -0.0567863113  0.0619715937  0.0183831952
## international_reputation.4     -0.0377681671  0.0322932679  0.0209135288
## international_reputation.5     -0.0181612105  0.0100857893  0.0216787759
## work_rate.High.High            -0.0444013184  0.0350715243 -0.0287564178
## work_rate.High.Low             -0.0324774843 -0.0548941689  0.0673350685
## work_rate.High.Medium          -0.0615697746 -0.0424016378 -0.0429268453
## work_rate.Low.High              0.0357293721  0.0574821745  0.0100817236
## work_rate.Low.Low               0.0020863589 -0.0071625860  0.0250055681
## work_rate.Low.Medium            0.0445757264  0.0472535282  0.0167625420
## work_rate.Medium.High           0.0248348048  0.0937149552 -0.0236748671
## work_rate.Medium.Low           -0.0257285176 -0.0527020518  0.0952552963
## work_rate.Medium.Medium         0.0548247091 -0.0297962392 -0.0154419226
## body_type.Lean..170..          -0.0104412836 -0.0585434667 -0.0746394644
## body_type.Lean..170.185.       -0.0192703897 -0.0724961350 -0.1042329056
## body_type.Lean..185..           0.0337981446  0.0361442910  0.0768356170
## body_type.Normal..170..        -0.0223752564 -0.0471800517 -0.0784276526
## body_type.Normal..170.185.     -0.0230477131 -0.0189160345 -0.0661645971
## body_type.Normal..185..         0.0590165745  0.1051167555  0.1752175995
## body_type.Stocky..170..        -0.0128703494 -0.0099449994 -0.0252930661
## body_type.Stocky..170.185.     -0.0140986353  0.0083451009  0.0290059758
## body_type.Stocky..185..         0.0123307819  0.0298229428  0.0856482238
## body_type.Unique               -0.0540733586  0.0486498529  0.0200177928
## real_face.No                    0.0920339229 -0.1109631095 -0.0290151620
## real_face.Yes                  -0.0920339229  0.1109631095  0.0290151620
## pace                           -0.1127208694 -0.1316368832 -0.1436364892
## shooting                       -0.2094593063 -0.0531044142  0.1532115703
## passing                        -0.2113417414  0.0803080874 -0.0855000252
## dribbling                      -0.2267223239 -0.0090012007 -0.0480434237
## defending                       0.0351587499  0.2663839252 -0.2017727714
## physic                         -0.0170502632  0.2514538739  0.1061270196
## attacking_crossing             -0.1793422587  0.0181141844 -0.1480118392
## attacking_finishing            -0.1935359950 -0.0881194984  0.1628613340
## attacking_heading_accuracy     -0.0080177013  0.1988668518  0.2041335085
## attacking_short_passing        -0.1778109095  0.1372047500 -0.0557069334
## attacking_volleys              -0.1922517067 -0.0484389447  0.1555291056
## skill_dribbling                -0.2160806462 -0.0337547925 -0.0305602297
## skill_curve                    -0.2026445998 -0.0045539612 -0.0223901968
## skill_fk_accuracy              -0.1778219062  0.0096261641 -0.0135409633
## skill_long_passing             -0.1445624027  0.1489728755 -0.1191095050
## skill_ball_control             -0.2124269411  0.0531681802 -0.0018146481
## movement_acceleration          -0.1175239605 -0.1401050013 -0.1606295490
## movement_sprint_speed          -0.1018903669 -0.1166138895 -0.1209059639
## movement_agility               -0.1607881800 -0.1114698191 -0.1609051728
## movement_reactions             -0.1545379387  0.1760789240  0.0289189002
## movement_balance               -0.1201030219 -0.1233823571 -0.2263700932
## power_shot_power               -0.1878740771  0.0259938502  0.1422141489
## power_jumping                   0.0003918130  0.1235354123  0.0303766908
## power_stamina                  -0.0894928952  0.1299890147 -0.0936728613
## power_strength                  0.0234942689  0.2125792632  0.2159723437
## power_long_shots               -0.2041421177 -0.0220637903  0.0993071185
## mentality_aggression           -0.0228790187  0.2438551728 -0.0300768215
## mentality_interceptions         0.0266312111  0.2550434819 -0.2088901009
## mentality_positioning          -0.2048329166 -0.0557129548  0.0700645307
## mentality_vision               -0.2075734571  0.0167230127 -0.0149648946
## mentality_penalties            -0.1674505774 -0.0408515539  0.1779894828
## mentality_composure            -0.1720891639  0.1427291730  0.0480232056
## defending_marking_awareness     0.0314190055  0.2545826898 -0.2042384260
## defending_standing_tackle       0.0409206672  0.2481090276 -0.2241134488
## defending_sliding_tackle        0.0493854638  0.2399668171 -0.2342600680
## goalkeeping_diving             -0.0065675978  0.0177173669  0.0126901189
## goalkeeping_handling           -0.0082381178  0.0156024110  0.0064644747
## goalkeeping_kicking            -0.0116275353  0.0161235166  0.0194708790
## goalkeeping_positioning        -0.0084487495  0.0157045535  0.0163595779
## goalkeeping_reflexes           -0.0094784456  0.0155374381  0.0128589266
##                                          PC4           PC5           PC6
## potential                       2.282243e-01 -0.0483003939  0.0353892945
## value_eur                       3.342707e-01  0.0039739611  0.0246670833
## wage_eur                        3.181255e-01  0.0306240023  0.0154242067
## age                            -2.020800e-01  0.0257600624 -0.0475832023
## height_cm                       3.347830e-02 -0.0885552667 -0.0855216297
## weight_kg                      -1.564858e-02 -0.1132869498 -0.0696670500
## league_level.1                  8.497037e-02  0.1116154993  0.0506521801
## league_level.2                 -5.642899e-02 -0.0507070523 -0.0396881909
## league_level.3                 -4.096179e-02 -0.0831216307 -0.0177626582
## league_level.4                 -3.652476e-02 -0.0514137735 -0.0183089998
## league_level.5                 -8.838550e-03 -0.0197514513 -0.0090216833
## club_position.CAM              -1.753362e-02  0.0459252155 -0.0057608567
## club_position.CB                3.414058e-03 -0.0033370267  0.0210030827
## club_position.CDM              -3.758818e-02  0.0412670355  0.0347274791
## club_position.CF                4.016504e-02  0.0111686839  0.0070139770
## club_position.CM               -3.821794e-02  0.0327721709  0.0262658364
## club_position.LAM              -1.865590e-03  0.0105829332  0.0016463371
## club_position.LB               -1.180379e-02 -0.0963306088 -0.2321196701
## club_position.LCB               2.365348e-02 -0.0356485452 -0.0968309832
## club_position.LCM              -7.262413e-02  0.0717177482  0.0210584429
## club_position.LDM              -5.076514e-02  0.0418867648  0.0244268405
## club_position.LF                2.636712e-03  0.0005132193  0.0168536977
## club_position.LM                2.548139e-03 -0.0303452456 -0.0339958741
## club_position.LS               -7.652548e-03 -0.0581723008  0.0082965650
## club_position.LW                2.885050e-02 -0.0284803100  0.0114098370
## club_position.LWB              -1.683090e-02 -0.0421955957 -0.1140147409
## club_position.RAM              -3.163380e-03 -0.0061664102 -0.0085930780
## club_position.RB               -1.095097e-02 -0.1055195007  0.1373435851
## club_position.RCB               3.042425e-02 -0.0320161977  0.0904762674
## club_position.RCM              -7.847181e-02  0.0442627020  0.0704481594
## club_position.RDM              -4.668460e-02  0.0414876447  0.0590939460
## club_position.RES               9.347988e-02  0.1312403232  0.0074518383
## club_position.RF               -4.516254e-03  0.0038572148 -0.0131747891
## club_position.RM               -4.625754e-03 -0.0297365912  0.0032768265
## club_position.RS               -4.069212e-03 -0.0479055444  0.0053027587
## club_position.RW                2.885948e-02 -0.0292327614 -0.0166972115
## club_position.RWB              -7.208734e-03 -0.0494416631  0.0528470344
## club_position.ST                9.143364e-03 -0.0868629498  0.0063205194
## club_position.SUB              -2.057423e-03  0.0156816687 -0.0184186885
## club_contract_valid_until.2021 -5.212908e-02  0.0748415366 -0.0007513207
## club_contract_valid_until.2022 -1.018361e-01  0.0393870156 -0.0225710094
## club_contract_valid_until.2023  1.977071e-02 -0.0603148521 -0.0079681550
## club_contract_valid_until.2024  4.883518e-02 -0.0326063153  0.0207166407
## club_contract_valid_until.2025  1.092681e-01 -0.0017537907  0.0218640771
## club_contract_valid_until.2026  4.490722e-02 -0.0206865082  0.0052512346
## club_contract_valid_until.2027  4.516070e-02 -0.0048146013 -0.0063050924
## club_contract_valid_until.2028  1.464690e-02 -0.0149083073 -0.0014750456
## club_contract_valid_until.2031 -4.947922e-03  0.0029515312  0.0079990269
## preferred_foot.Left             9.485546e-03 -0.0431122158 -0.5941067813
## preferred_foot.Right           -9.485546e-03  0.0431122158  0.5941067813
## weak_foot.1                     1.812280e-03 -0.0011648359 -0.0328051646
## weak_foot.2                     6.342016e-02 -0.0269479819 -0.2073097736
## weak_foot.3                    -7.555616e-02  0.0293132194  0.1511436753
## weak_foot.4                     1.898919e-02 -0.0072411497  0.0278647516
## weak_foot.5                     3.577052e-02 -0.0068603608 -0.0026356119
## skill_moves.2                   6.969816e-02  0.0363007872  0.0200652665
## skill_moves.3                  -1.537941e-01 -0.0681597230 -0.0084876865
## skill_moves.4                   1.272203e-01  0.0530351646 -0.0225115329
## skill_moves.5                   1.300412e-01  0.0255673785 -0.0033787698
## international_reputation.1     -2.496906e-01 -0.1207635505  0.0112885906
## international_reputation.2      1.283001e-01  0.0923342202 -0.0108858836
## international_reputation.3      1.979986e-01  0.0646951753 -0.0061371404
## international_reputation.4      1.791276e-01  0.0448102519  0.0047092655
## international_reputation.5      9.214630e-02  0.0043058493  0.0009663033
## work_rate.High.High            -2.886595e-02 -0.0923690831  0.0554406772
## work_rate.High.Low              1.876757e-02 -0.0262912583  0.0005220599
## work_rate.High.Medium           1.375893e-02 -0.1657380209 -0.0692498276
## work_rate.Low.High              9.590072e-03  0.0244493219  0.0244017968
## work_rate.Low.Low               2.663889e-03  0.0292982069 -0.0137164955
## work_rate.Low.Medium            1.728958e-02  0.0327332489 -0.0165488421
## work_rate.Medium.High          -4.069013e-02  0.0029022719  0.0659826584
## work_rate.Medium.Low           -8.275648e-05  0.0346473705 -0.0498475616
## work_rate.Medium.Medium         1.168180e-02  0.1545638800  0.0073449626
## body_type.Lean..170..           2.425071e-02  0.0603869003  0.0269370551
## body_type.Lean..170.185.        2.965294e-02  0.0740927993 -0.0023834349
## body_type.Lean..185..           3.730322e-02 -0.0084853825 -0.0161532623
## body_type.Normal..170..        -7.495722e-03  0.0609303824  0.0332859864
## body_type.Normal..170.185.     -9.733066e-02 -0.0353814191  0.0401938628
## body_type.Normal..185..         1.318454e-02 -0.0513824452 -0.0666203815
## body_type.Stocky..170..        -1.833319e-02 -0.0040727488  0.0074577319
## body_type.Stocky..170.185.     -3.274464e-02 -0.0682486392  0.0101728682
## body_type.Stocky..185..        -8.253285e-03 -0.0328780066 -0.0202241879
## body_type.Unique                2.835014e-01  0.0237906772  0.0065878365
## real_face.No                   -2.273132e-01 -0.0997169221  0.0248029597
## real_face.Yes                   2.273132e-01  0.0997169221 -0.0248029597
## pace                            1.221428e-01 -0.3486846334  0.0416548018
## shooting                       -7.631520e-02  0.0187706167 -0.0021435329
## passing                        -8.660787e-02  0.0985589850 -0.0218544548
## dribbling                      -1.410458e-02 -0.0199849704  0.0083260978
## defending                      -4.809874e-02  0.0149630882  0.0121918158
## physic                         -8.647042e-02 -0.2406373335  0.0229050218
## attacking_crossing             -6.190644e-02  0.0009275995 -0.0939350565
## attacking_finishing            -5.157692e-02  0.0025291473  0.0099734729
## attacking_heading_accuracy      1.854869e-02 -0.1328658189  0.0070895877
## attacking_short_passing        -5.054992e-02  0.0924672957  0.0280334307
## attacking_volleys              -4.580401e-02  0.0312906942 -0.0114178750
## skill_dribbling                -1.657168e-02 -0.0141163096 -0.0116451284
## skill_curve                    -7.850700e-02  0.0660306683 -0.0758865508
## skill_fk_accuracy              -1.236792e-01  0.1436178785 -0.0783376692
## skill_long_passing             -9.546444e-02  0.1499512613  0.0176076924
## skill_ball_control             -1.703852e-02  0.0202424324  0.0063206322
## movement_acceleration           1.066013e-01 -0.3029328479  0.0451191567
## movement_sprint_speed           1.275289e-01 -0.3653389686  0.0361954920
## movement_agility                3.606698e-03 -0.1306478021  0.0513666700
## movement_reactions              1.715533e-02 -0.0429817129  0.0239524697
## movement_balance                5.780502e-03 -0.0044038617  0.0835182804
## power_shot_power               -8.677065e-02  0.0174273957 -0.0166327195
## power_jumping                   1.852602e-03 -0.2609985889  0.0865614836
## power_stamina                  -9.513882e-02 -0.2547297686  0.0704742758
## power_strength                 -5.947492e-02 -0.1969258237 -0.0211964533
## power_long_shots               -1.118017e-01  0.0510381000 -0.0101349690
## mentality_aggression           -7.224082e-02 -0.0851515708  0.0387145138
## mentality_interceptions        -5.981756e-02  0.0248619533  0.0144885007
## mentality_positioning          -6.052160e-02 -0.0277234904 -0.0077951336
## mentality_vision               -8.736805e-02  0.1058597440  0.0109111777
## mentality_penalties            -6.115447e-02  0.0575992908 -0.0185326260
## mentality_composure            -2.519821e-02  0.0103599893  0.0062221864
## defending_marking_awareness    -4.988966e-02  0.0182558443  0.0130500233
## defending_standing_tackle      -4.442024e-02  0.0302477089  0.0096775793
## defending_sliding_tackle       -4.068163e-02  0.0228045202  0.0074451177
## goalkeeping_diving             -3.893025e-02 -0.0008164660 -0.0097971185
## goalkeeping_handling           -4.323982e-02 -0.0056881658 -0.0105451916
## goalkeeping_kicking            -3.880585e-02 -0.0101381019  0.0149503303
## goalkeeping_positioning        -4.228460e-02 -0.0008204176  0.0082242910
## goalkeeping_reflexes           -4.107667e-02 -0.0031428073 -0.0216033980
##                                         PC7           PC8           PC9
## potential                      -0.177466540  0.2357591153 -0.1277018275
## value_eur                      -0.019226382 -0.0099760867  0.0858473712
## wage_eur                       -0.009083258 -0.0526509777  0.1057008976
## age                             0.229179924 -0.2330966314  0.1150100555
## height_cm                      -0.157622953  0.1163451397 -0.0835936960
## weight_kg                      -0.039595112  0.0660785848 -0.0031039707
## league_level.1                  0.481243250  0.3897144119  0.0416356656
## league_level.2                 -0.410320056 -0.2019402664 -0.0794010609
## league_level.3                 -0.194303139 -0.2242019525  0.0067643870
## league_level.4                 -0.088897348 -0.2286838957  0.0407795205
## league_level.5                 -0.020594928 -0.0382426951  0.0181980523
## club_position.CAM              -0.004235666 -0.0092346751 -0.0561291337
## club_position.CB                0.013882728 -0.0294957534 -0.0058792408
## club_position.CDM              -0.035134787  0.0087261993 -0.0248683549
## club_position.CF                0.028301846 -0.0371649954  0.0049841082
## club_position.CM               -0.019920868 -0.0221510934 -0.0033763020
## club_position.LAM              -0.006657444  0.0172731977 -0.0388662700
## club_position.LB                0.040605516  0.0013746010  0.0937414364
## club_position.LCB               0.018820322  0.0218625448  0.0111776645
## club_position.LCM              -0.026774974 -0.0001892438 -0.0210285197
## club_position.LDM              -0.023743913 -0.0014290007 -0.0031922860
## club_position.LF               -0.001868726 -0.0078520869 -0.0220975773
## club_position.LM                0.026256019 -0.0139237301 -0.0448737977
## club_position.LS                0.021885037  0.0024001876 -0.0074123079
## club_position.LW                0.009653765 -0.0152278471  0.0073606573
## club_position.LWB               0.004739028 -0.0465336992  0.0276210090
## club_position.RAM               0.001981979  0.0230871204 -0.0283919662
## club_position.RB                0.037887594 -0.0376388586  0.0202632489
## club_position.RCB               0.022264365 -0.0089995446 -0.0694099426
## club_position.RCM              -0.032432621  0.0106689103 -0.0066481115
## club_position.RDM              -0.027500473  0.0009218151 -0.0112174907
## club_position.RES              -0.106916464  0.0512978656 -0.0687085159
## club_position.RF                0.011785538 -0.0228769110 -0.0111082559
## club_position.RM                0.023813422 -0.0147521291 -0.0374681735
## club_position.RS                0.029156412 -0.0100288080  0.0111601699
## club_position.RW                0.022340249 -0.0382346207 -0.0109503014
## club_position.RWB              -0.006202592 -0.0427603894 -0.0155074483
## club_position.ST                0.030385971  0.0043836639  0.0544690272
## club_position.SUB               0.029485835  0.0131537769  0.0816442539
## club_contract_valid_until.2021  0.332235052  0.0470481110  0.0814312075
## club_contract_valid_until.2022 -0.012481632 -0.3402517582  0.1144254431
## club_contract_valid_until.2023 -0.153236588 -0.0078683963 -0.0582677398
## club_contract_valid_until.2024 -0.065338441  0.2436305262 -0.0821591384
## club_contract_valid_until.2025 -0.016334128  0.1520499073 -0.0735909322
## club_contract_valid_until.2026 -0.018582016  0.1100247133 -0.0242315309
## club_contract_valid_until.2027 -0.009132667  0.0098114752 -0.0009240509
## club_contract_valid_until.2028  0.010981506 -0.0053247364 -0.0203314266
## club_contract_valid_until.2031 -0.010787604  0.0204774369 -0.0060141658
## preferred_foot.Left            -0.005768381  0.0819141888  0.1266515781
## preferred_foot.Right            0.005768381 -0.0819141888 -0.1266515781
## weak_foot.1                     0.024566007  0.0044285545 -0.0159065684
## weak_foot.2                     0.160793059 -0.1126051521 -0.3694777933
## weak_foot.3                    -0.226856394  0.2145109117  0.5834415996
## weak_foot.4                     0.117060779 -0.1557639115 -0.3512625194
## weak_foot.5                     0.018528124 -0.0195430203 -0.0565340745
## skill_moves.2                  -0.001491653  0.0197754259  0.0529835864
## skill_moves.3                  -0.024070241 -0.0071622430 -0.0073560074
## skill_moves.4                   0.044226545 -0.0067686428 -0.1134217119
## skill_moves.5                   0.020806678 -0.0810607883  0.1015678576
## international_reputation.1     -0.054503953  0.1160161117 -0.0267870285
## international_reputation.2      0.050239318 -0.0555781445 -0.0514885982
## international_reputation.3      0.022567064 -0.0942760996  0.0721241338
## international_reputation.4     -0.004608620 -0.0865476601  0.1428600175
## international_reputation.5      0.014751704 -0.0665305530  0.1007425930
## work_rate.High.High             0.034349230 -0.0256062828 -0.0058612783
## work_rate.High.Low              0.103865396 -0.0056796232 -0.0062363342
## work_rate.High.Medium           0.047516045 -0.0539039092 -0.0049319447
## work_rate.Low.High              0.075189029 -0.0559645198 -0.0059266488
## work_rate.Low.Low               0.025899535 -0.0373292162 -0.0247024609
## work_rate.Low.Medium            0.049983875 -0.0262170060 -0.0741323134
## work_rate.Medium.High           0.035803542 -0.0303412459 -0.0010678463
## work_rate.Medium.Low            0.037443695 -0.0181181095 -0.0258535370
## work_rate.Medium.Medium        -0.181681373  0.1166605182  0.0498270267
## body_type.Lean..170..           0.056675261 -0.0323859196 -0.0101186460
## body_type.Lean..170.185.       -0.108925366  0.0264633800 -0.1462359646
## body_type.Lean..185..          -0.140515720  0.0842652589 -0.0762055621
## body_type.Normal..170..         0.094214902 -0.0526706940  0.0235246597
## body_type.Normal..170.185.      0.125651305 -0.0605062977  0.2032561963
## body_type.Normal..185..        -0.041917905  0.0787439015 -0.0931035316
## body_type.Stocky..170..         0.043015047 -0.0221732903  0.0069178726
## body_type.Stocky..170.185.      0.057930614 -0.0313356779 -0.0104658711
## body_type.Stocky..185..        -0.001652671 -0.0231541585  0.0138373448
## body_type.Unique                0.001667211 -0.1155693889  0.1952592544
## real_face.No                    0.013481717  0.1836438806 -0.0384622821
## real_face.Yes                  -0.013481717 -0.1836438806  0.0384622821
## pace                            0.003303555  0.0378562866 -0.0065209158
## shooting                       -0.012866408  0.0252801206  0.0113014326
## passing                        -0.044140651  0.0347341043 -0.0267021134
## dribbling                      -0.042816305  0.0428982287 -0.0164971900
## defending                      -0.014820965  0.0097197268 -0.0217707930
## physic                          0.040586239  0.0108485129  0.0270787145
## attacking_crossing              0.003677674 -0.0207246606  0.0151982409
## attacking_finishing            -0.015131845  0.0267697102  0.0133169429
## attacking_heading_accuracy      0.023472983  0.0560711140  0.0221240749
## attacking_short_passing        -0.061954835  0.0847583818 -0.0473441302
## attacking_volleys               0.009306476 -0.0019829537 -0.0032021592
## skill_dribbling                -0.057352904  0.0559571846 -0.0148100376
## skill_curve                    -0.009310287 -0.0133284120 -0.0122691455
## skill_fk_accuracy              -0.001354147 -0.0278980787 -0.0069771942
## skill_long_passing             -0.061104498  0.0579858853 -0.0481094113
## skill_ball_control             -0.057042778  0.0813867056 -0.0302509612
## movement_acceleration           0.004447354  0.0204733893 -0.0070075183
## movement_sprint_speed           0.002262992  0.0498989333 -0.0055544708
## movement_agility                0.017152783 -0.0572901354  0.0026685201
## movement_reactions              0.012345311  0.0264877638 -0.0124165654
## movement_balance                0.051180739 -0.1169415884  0.0420609891
## power_shot_power               -0.018733262  0.0338677874 -0.0018259587
## power_jumping                   0.097616312 -0.0922659679  0.0704532715
## power_stamina                   0.029932933 -0.0023114462  0.0141060395
## power_strength                  0.022479811  0.0324089565  0.0245250820
## power_long_shots               -0.011893769  0.0194751857  0.0105374200
## mentality_aggression            0.041228453 -0.0144363552  0.0101646550
## mentality_interceptions        -0.007619568  0.0008112448 -0.0194565569
## mentality_positioning           0.005492262  0.0140050301  0.0331418286
## mentality_vision               -0.053271620  0.0218145768 -0.0216969914
## mentality_penalties             0.010763453 -0.0018027334  0.0207912298
## mentality_composure            -0.002589615  0.0187370099 -0.0307712235
## defending_marking_awareness    -0.008109459 -0.0023796975 -0.0216959414
## defending_standing_tackle      -0.027085520  0.0137023043 -0.0286150073
## defending_sliding_tackle       -0.024477090  0.0138457732 -0.0181617091
## goalkeeping_diving              0.043706318 -0.0502815553  0.0298944284
## goalkeeping_handling            0.019404152 -0.0565386541  0.0207090229
## goalkeeping_kicking             0.052485080 -0.0410848387  0.0341859578
## goalkeeping_positioning         0.031488831 -0.0375299754  0.0249358937
## goalkeeping_reflexes            0.055958836 -0.0432131478  0.0547288418
##                                         PC10          PC11         PC12
## potential                       0.0140138590  0.0304151484 -0.071661065
## value_eur                      -0.1624555671  0.0058845604  0.028553092
## wage_eur                       -0.1177937360 -0.0109816203  0.049305240
## age                             0.0122206534  0.0268398773  0.038672820
## height_cm                      -0.0097896277 -0.0126373839  0.035350423
## weight_kg                      -0.0135419707 -0.0803956409 -0.003350914
## league_level.1                  0.0104542854  0.0359503828 -0.019915126
## league_level.2                  0.0282696909 -0.0255059104 -0.027694628
## league_level.3                 -0.0339264575 -0.0665844325  0.036081154
## league_level.4                 -0.0332806292  0.0452547572  0.049897748
## league_level.5                 -0.0010454483  0.0411669558  0.010252451
## club_position.CAM              -0.0515012026  0.0367376049 -0.052403566
## club_position.CB               -0.0045394524  0.0761251794 -0.013946071
## club_position.CDM              -0.0737945238  0.0241278979 -0.007256055
## club_position.CF               -0.0597143428 -0.0294794221  0.008143404
## club_position.CM               -0.0029901084  0.0088412876 -0.028030631
## club_position.LAM              -0.0301568065  0.0180032011 -0.012380514
## club_position.LB               -0.0052208085  0.0147568961 -0.105602502
## club_position.LCB              -0.0223716311  0.0810467683 -0.091283812
## club_position.LCM              -0.0898705003  0.0006098281 -0.049535717
## club_position.LDM              -0.0499618435  0.0315258366 -0.020211873
## club_position.LF               -0.0099693176  0.0161832899 -0.018018684
## club_position.LM                0.0157125477  0.0372857909 -0.085549322
## club_position.LS                0.0323960922  0.0402222247 -0.093219284
## club_position.LW               -0.0837517420  0.0592295543 -0.001669941
## club_position.LWB              -0.0061211131  0.0251609849 -0.039673486
## club_position.RAM              -0.0346193616 -0.0069665664 -0.021314589
## club_position.RB                0.0293056049 -0.0391549262 -0.106531899
## club_position.RCB              -0.0130608602  0.0870603219 -0.060005147
## club_position.RCM              -0.1046333993  0.0283947855 -0.034563549
## club_position.RDM              -0.0499608909 -0.0029147411 -0.028661524
## club_position.RES              -0.0654347363  0.1235409181 -0.422825757
## club_position.RF               -0.0183076845 -0.0009422883 -0.028809630
## club_position.RM               -0.0039297728  0.0641912209 -0.067772616
## club_position.RS               -0.0120504488  0.0130053410 -0.078438969
## club_position.RW               -0.0505057253  0.0519284807 -0.014872305
## club_position.RWB               0.0043329419  0.0086535859 -0.012690257
## club_position.ST               -0.0409955404  0.0430569235 -0.110779515
## club_position.SUB               0.2158775298 -0.2866002412  0.651607922
## club_contract_valid_until.2021 -0.0018359328 -0.0045512873  0.079985976
## club_contract_valid_until.2022 -0.0414262691  0.1050555165 -0.143985120
## club_contract_valid_until.2023  0.0462504772 -0.0304466349  0.114360774
## club_contract_valid_until.2024 -0.0174978272 -0.0757448617  0.013580608
## club_contract_valid_until.2025  0.0349861495 -0.0500286254 -0.039339804
## club_contract_valid_until.2026 -0.0092884913  0.0385644927 -0.002622758
## club_contract_valid_until.2027 -0.0415323383  0.0139247189  0.010616323
## club_contract_valid_until.2028  0.0435971539  0.0094071200 -0.037995420
## club_contract_valid_until.2031 -0.0173333638  0.0274518688  0.007835526
## preferred_foot.Left             0.0037091738  0.0237917367 -0.021639249
## preferred_foot.Right           -0.0037091738 -0.0237917367  0.021639249
## weak_foot.1                    -0.0053278703 -0.0310643765  0.019103736
## weak_foot.2                    -0.1156562365 -0.1198429285 -0.009143894
## weak_foot.3                     0.1605955696  0.2000918399 -0.023529212
## weak_foot.4                    -0.0617159208 -0.1168592747  0.036803482
## weak_foot.5                    -0.0729069620 -0.0412362282  0.004128110
## skill_moves.2                  -0.1085946028 -0.0330335765 -0.045974697
## skill_moves.3                   0.1423111938  0.0166614271  0.064568461
## skill_moves.4                  -0.0101134353  0.0286024317 -0.051832504
## skill_moves.5                  -0.2114232032  0.0201178184  0.082862503
## international_reputation.1     -0.2556209890  0.0302920534  0.100821337
## international_reputation.2      0.4190767445 -0.0310892051 -0.154393306
## international_reputation.3     -0.0764248239 -0.0019650841  0.016699272
## international_reputation.4     -0.2774880723 -0.0174829302  0.094767634
## international_reputation.5     -0.2051999275  0.0207255380  0.079682834
## work_rate.High.High            -0.0103631831 -0.0294715204 -0.015779444
## work_rate.High.Low              0.0012236371  0.0742251467 -0.017365766
## work_rate.High.Medium           0.0512127659  0.2433660611  0.037905742
## work_rate.Low.High              0.0464489087  0.0981063076 -0.029748234
## work_rate.Low.Low              -0.0192207392  0.0177929535  0.013998926
## work_rate.Low.Medium            0.0079288479  0.0946426791  0.063326651
## work_rate.Medium.High          -0.0247032800  0.2006157042  0.065790403
## work_rate.Medium.Low            0.0242982016  0.0966931067  0.027485197
## work_rate.Medium.Medium        -0.0477173531 -0.4483265856 -0.081469034
## body_type.Lean..170..           0.0364061268  0.1261313772  0.032203882
## body_type.Lean..170.185.        0.0524477872  0.2956986463  0.186666550
## body_type.Lean..185..           0.0052041460  0.0263366847  0.065413060
## body_type.Normal..170..         0.0177575998  0.1311085287  0.040510552
## body_type.Normal..170.185.     -0.0286989484 -0.4974557172 -0.300539024
## body_type.Normal..185..         0.0196021087  0.1189670372  0.054132947
## body_type.Stocky..170..         0.0036230331  0.0524352195  0.009653608
## body_type.Stocky..170.185.     -0.0039142690  0.0560386459  0.030355847
## body_type.Stocky..185..         0.0107784996  0.0254917704 -0.014718098
## body_type.Unique               -0.3188808185  0.0017056949  0.117817236
## real_face.No                   -0.3101477405  0.0344737200  0.024445997
## real_face.Yes                   0.3101477405 -0.0344737200 -0.024445997
## pace                            0.0380023273 -0.0265901220 -0.009588906
## shooting                       -0.0308201395 -0.0052970694 -0.009250394
## passing                        -0.0364791587 -0.0085359707  0.015673374
## dribbling                       0.0073538682 -0.0058491647  0.004649146
## defending                      -0.0045567653 -0.0045696448  0.008877181
## physic                         -0.0394192685 -0.0264894664  0.001593151
## attacking_crossing              0.0102077139 -0.0395724654 -0.001950816
## attacking_finishing            -0.0259659405 -0.0010279470 -0.005704490
## attacking_heading_accuracy      0.0411489630  0.0125619480 -0.040660863
## attacking_short_passing        -0.0325841333  0.0028767245  0.013253271
## attacking_volleys              -0.0160283963 -0.0075261135 -0.013096079
## skill_dribbling                 0.0109717637 -0.0149843922  0.003265197
## skill_curve                    -0.0196056002 -0.0154305776 -0.004649043
## skill_fk_accuracy              -0.0752440034 -0.0024912527 -0.006227358
## skill_long_passing             -0.0600735380  0.0139727922  0.031313465
## skill_ball_control             -0.0017285898 -0.0021480782  0.007497806
## movement_acceleration           0.0301510233 -0.0216683784 -0.013164439
## movement_sprint_speed           0.0418351921 -0.0286209911 -0.005892664
## movement_agility                0.0106757453  0.0074002260  0.015338513
## movement_reactions              0.0082220626  0.0148687867 -0.012217818
## movement_balance                0.0027846589 -0.0097575935 -0.018168604
## power_shot_power               -0.0226042809 -0.0043464515 -0.016279135
## power_jumping                   0.0610581568 -0.0114333342 -0.057447265
## power_stamina                  -0.0847456437  0.0130071730  0.016288333
## power_strength                 -0.0289999556 -0.0472400566  0.002407978
## power_long_shots               -0.0468713172 -0.0119286816 -0.002818547
## mentality_aggression            0.0003650386  0.0033282325 -0.003520096
## mentality_interceptions        -0.0137048143 -0.0066217080  0.013069441
## mentality_positioning          -0.0074654856 -0.0231970048 -0.005425721
## mentality_vision               -0.0450170796 -0.0002166111  0.028374311
## mentality_penalties            -0.0319603472  0.0039271142 -0.036462110
## mentality_composure             0.0024757032  0.0397809816  0.011252338
## defending_marking_awareness    -0.0020113524 -0.0003101846  0.014149859
## defending_standing_tackle      -0.0097485092 -0.0074879653  0.010236501
## defending_sliding_tackle       -0.0029388515 -0.0103243034  0.006239633
## goalkeeping_diving              0.0157856380  0.0211401332 -0.014800994
## goalkeeping_handling            0.0314960411 -0.0001255691  0.009539927
## goalkeeping_kicking            -0.0051568806  0.0206853116 -0.011892676
## goalkeeping_positioning         0.0429344145  0.0498304287  0.016979666
## goalkeeping_reflexes            0.0242981526  0.0144705651  0.006468365
##                                         PC13          PC14          PC15
## potential                       0.0963089027 -0.0528005881  0.0910526149
## value_eur                      -0.0070615416  0.0236780997  0.0088614016
## wage_eur                       -0.0181061029  0.0345810217  0.0215191996
## age                            -0.0339036072 -0.0199356710 -0.1127019687
## height_cm                      -0.0285511057  0.1368566291  0.0191572332
## weight_kg                       0.0135320865  0.0597388458  0.0191822455
## league_level.1                 -0.0280856719  0.1554095067 -0.0015665606
## league_level.2                  0.1003379182 -0.2200792559  0.1301543140
## league_level.3                 -0.0511951713  0.0152324192 -0.1043210901
## league_level.4                 -0.0613353070  0.0292949709 -0.1063847419
## league_level.5                  0.0186069426  0.0162291069  0.0018625938
## club_position.CAM               0.0220152559 -0.0720358223 -0.0436501818
## club_position.CB               -0.0147274183 -0.0564770600 -0.0493072662
## club_position.CDM              -0.0110652446 -0.0286425183  0.0473566268
## club_position.CF                0.0008421945 -0.0429581776 -0.0350730058
## club_position.CM               -0.0537632681 -0.0077640689 -0.0036126944
## club_position.LAM               0.0370846612 -0.0238473054 -0.0576262181
## club_position.LB               -0.0950443365  0.0134606860 -0.0149400467
## club_position.LCB               0.0491880773 -0.0638530759 -0.1560782048
## club_position.LCM              -0.0545811633  0.0096225052 -0.0350268862
## club_position.LDM              -0.0440232246 -0.0287508673  0.0199979627
## club_position.LF                0.0308479364  0.0101321758 -0.0606583499
## club_position.LM               -0.0059662466 -0.0420120076 -0.1209438519
## club_position.LS               -0.0213025884 -0.0591684592 -0.0906608211
## club_position.LW               -0.0016650141  0.0081249828 -0.0102461082
## club_position.LWB              -0.0400458666  0.0400165143  0.0344306113
## club_position.RAM               0.0488415386 -0.0193875334 -0.0817993104
## club_position.RB               -0.0711960151  0.0944657994  0.0686460809
## club_position.RCB               0.0325816743 -0.0830446301 -0.0679148392
## club_position.RCM              -0.0735509138  0.0739869064  0.0078022209
## club_position.RDM              -0.0627559665 -0.0137027568  0.0394337596
## club_position.RES              -0.0896380534  0.1183772735  0.1279851493
## club_position.RF                0.0368860726  0.0114412697 -0.0071112242
## club_position.RM               -0.0124777665 -0.0426927447 -0.0039517943
## club_position.RS               -0.0546642127 -0.0357208735 -0.0236477296
## club_position.RW               -0.0057534578 -0.0218064011 -0.0459990367
## club_position.RWB              -0.0907492199  0.0447159667 -0.0162334448
## club_position.ST               -0.0765427705  0.0202468180  0.0256582380
## club_position.SUB               0.2260040294 -0.0136510029  0.0663836836
## club_contract_valid_until.2021 -0.2077495566 -0.0417384256 -0.0179299119
## club_contract_valid_until.2022  0.4418319965  0.3740367009 -0.0416994933
## club_contract_valid_until.2023 -0.5774671984 -0.3345302503 -0.0224789426
## club_contract_valid_until.2024  0.2169454790 -0.1240009868 -0.0193913883
## club_contract_valid_until.2025  0.0506158426  0.0652668597  0.1346454822
## club_contract_valid_until.2026  0.0471820457  0.0510728285  0.0323923045
## club_contract_valid_until.2027  0.0204661636  0.0165372604  0.0462447317
## club_contract_valid_until.2028  0.0046810667 -0.0189536331 -0.0559179218
## club_contract_valid_until.2031 -0.0041996970  0.0218970025  0.0276938377
## preferred_foot.Left             0.0140377687 -0.0310702190 -0.0278884120
## preferred_foot.Right           -0.0140377687  0.0310702190  0.0278884120
## weak_foot.1                     0.0333617360 -0.0331261279  0.0034182931
## weak_foot.2                    -0.0695562148  0.0379429217  0.1055934707
## weak_foot.3                     0.0093039821 -0.0486885287 -0.0395332340
## weak_foot.4                     0.0414915992  0.0360327357 -0.0635243011
## weak_foot.5                     0.0467124997 -0.0234905468  0.0064641519
## skill_moves.2                   0.0769484322 -0.1945860499 -0.1289232627
## skill_moves.3                  -0.1688571627  0.3340120287  0.2485458372
## skill_moves.4                   0.1757222634 -0.2618678293 -0.2283792057
## skill_moves.5                  -0.0190020175  0.0276095584  0.0304616440
## international_reputation.1      0.0246052809 -0.0314229127  0.0680457622
## international_reputation.2     -0.0150781642  0.0282494040 -0.0914781271
## international_reputation.3      0.0050406876 -0.0122066089  0.0004350881
## international_reputation.4     -0.0411419939  0.0515253256  0.0521700895
## international_reputation.5     -0.0672510369  0.0188375616  0.0059755651
## work_rate.High.High            -0.1122903581  0.0880764431  0.0222247839
## work_rate.High.Low              0.0814327468 -0.1322761478 -0.0894524291
## work_rate.High.Medium           0.0704081565 -0.0523589772  0.3075522900
## work_rate.Low.High              0.0504876892 -0.1032471331  0.0647538322
## work_rate.Low.Low              -0.0695262758  0.0386589182  0.0474439389
## work_rate.Low.Medium            0.0239645521 -0.0895351667  0.1383178844
## work_rate.Medium.High           0.0310502950 -0.1221431111  0.1446948201
## work_rate.Medium.Low            0.0026175659 -0.0296777047  0.0954246970
## work_rate.Medium.Medium        -0.0745380575  0.2038657808 -0.4278894130
## body_type.Lean..170..           0.0590016514 -0.1417525356  0.0241287148
## body_type.Lean..170.185.       -0.1589886451  0.2954243559 -0.2134353456
## body_type.Lean..185..          -0.0258719398  0.0431789211  0.0948767678
## body_type.Normal..170..         0.0892880134 -0.1528419259 -0.1385757767
## body_type.Normal..170.185.      0.0481925047 -0.1838476760  0.3072371647
## body_type.Normal..185..         0.0763866093  0.0099246860 -0.1433932921
## body_type.Stocky..170..         0.0153938366 -0.0569382175 -0.0204921394
## body_type.Stocky..170.185.      0.0259714010 -0.0165846670 -0.0743504659
## body_type.Stocky..185..        -0.0411346821  0.0354620830  0.0144859820
## body_type.Unique               -0.0634168732  0.0503238239  0.0487073494
## real_face.No                    0.0709531816 -0.0253102910 -0.0632658463
## real_face.Yes                  -0.0709531816  0.0253102910  0.0632658463
## pace                            0.0170436125  0.0582295107 -0.0720034012
## shooting                       -0.0132912650 -0.0008993061  0.0090685463
## passing                         0.0167183138 -0.0056317530 -0.0064628120
## dribbling                       0.0277272454 -0.0154473514 -0.0112805288
## defending                      -0.0031023166  0.0292018429  0.0112068391
## physic                         -0.0070099936  0.0198750258 -0.0361549125
## attacking_crossing             -0.0084380954  0.0376368051  0.0005761691
## attacking_finishing            -0.0175661787  0.0007456071  0.0090724389
## attacking_heading_accuracy      0.0366152470 -0.0292106412 -0.0169225397
## attacking_short_passing         0.0487762976 -0.0390407987 -0.0051557884
## attacking_volleys              -0.0108233209  0.0026625324  0.0014924095
## skill_dribbling                 0.0145818099  0.0083089809  0.0087918802
## skill_curve                    -0.0100575428  0.0151062384  0.0069241963
## skill_fk_accuracy              -0.0039195489 -0.0186262362 -0.0156267345
## skill_long_passing              0.0362346373 -0.0270990052 -0.0228751784
## skill_ball_control              0.0411987171 -0.0291150401 -0.0010849861
## movement_acceleration           0.0157420209  0.0432628657 -0.0653969953
## movement_sprint_speed           0.0170956691  0.0664098095 -0.0728644136
## movement_agility                0.0138158795 -0.0098298308 -0.0813557422
## movement_reactions              0.0395556714 -0.0466263567 -0.0232371938
## movement_balance                0.0162121483 -0.0889098982 -0.0450745908
## power_shot_power                0.0047940889 -0.0134895393  0.0141768534
## power_jumping                   0.0256499443 -0.0390905725 -0.1139075145
## power_stamina                  -0.0389656066  0.0224938117 -0.0496906273
## power_strength                  0.0059906941  0.0284236078 -0.0213409965
## power_long_shots               -0.0139301743  0.0032562176  0.0037862768
## mentality_aggression           -0.0043983639 -0.0101371521 -0.0047577474
## mentality_interceptions        -0.0046115341  0.0325129249  0.0058896322
## mentality_positioning          -0.0345789483  0.0383390495  0.0146115605
## mentality_vision               -0.0101368194  0.0075892787 -0.0010417526
## mentality_penalties             0.0028972123 -0.0332539899  0.0019686310
## mentality_composure             0.0506226094 -0.0476246676 -0.0336083361
## defending_marking_awareness    -0.0069508978  0.0258999608  0.0050953025
## defending_standing_tackle      -0.0058921379  0.0350533008  0.0199175480
## defending_sliding_tackle       -0.0038832338  0.0315897858  0.0225818992
## goalkeeping_diving             -0.0628164088 -0.0040239007 -0.0813651617
## goalkeeping_handling           -0.0481787829 -0.0084055596 -0.0832870122
## goalkeeping_kicking            -0.0703630560 -0.0177049219 -0.1209749337
## goalkeeping_positioning        -0.0935193932 -0.0443440528 -0.1173878621
## goalkeeping_reflexes           -0.0650816699 -0.0329540872 -0.0509788913
##                                         PC16         PC17          PC18
## potential                      -0.0418593294  0.055781359 -0.0189931318
## value_eur                      -0.0052324616  0.010502669 -0.0332312679
## wage_eur                       -0.0356938003  0.010240216 -0.0303120197
## age                            -0.0352111473 -0.091471033  0.0591517417
## height_cm                       0.1392806671 -0.136059682 -0.0209332750
## weight_kg                       0.0766406980 -0.111122310  0.0375943428
## league_level.1                  0.0842103367  0.029364517  0.0398237508
## league_level.2                 -0.3064094422 -0.060683347 -0.0583853643
## league_level.3                  0.1644681691 -0.045572310  0.0994292828
## league_level.4                  0.1659456928  0.112947380 -0.1160407736
## league_level.5                  0.0052535924 -0.013715469 -0.0124900000
## club_position.CAM               0.1136994672 -0.130574138  0.1096046571
## club_position.CB                0.0138906393 -0.058886732  0.0116134441
## club_position.CDM               0.0062841200  0.081389354 -0.0174140463
## club_position.CF                0.0155146741 -0.036966622  0.0533568720
## club_position.CM               -0.0033836490  0.073428595 -0.0381597975
## club_position.LAM               0.0646745691 -0.006675250 -0.0265412389
## club_position.LB               -0.0486866432 -0.015024315 -0.0134687355
## club_position.LCB              -0.0453950239  0.012287694  0.1194739005
## club_position.LCM              -0.0053336899  0.097905082  0.0188256977
## club_position.LDM              -0.0130923651  0.094086200 -0.0159973358
## club_position.LF                0.0242884366  0.042965548  0.0498311067
## club_position.LM               -0.0027919155 -0.116557952  0.1004035211
## club_position.LS                0.0072352989  0.033367747 -0.0491305806
## club_position.LW               -0.0002478904 -0.109513709  0.0937713462
## club_position.LWB               0.0550872051  0.048557979 -0.0158362887
## club_position.RAM               0.0339254796  0.014528021 -0.0266435129
## club_position.RB               -0.0026167548 -0.226816948 -0.0215732102
## club_position.RCB              -0.0507376818 -0.113410451  0.1323190904
## club_position.RCM               0.0035848062  0.089676813 -0.0263955851
## club_position.RDM               0.0311828009  0.117494334 -0.1068395192
## club_position.RES              -0.0284026097  0.036255877 -0.0698442272
## club_position.RF                0.0022840672  0.014953204  0.0707592798
## club_position.RM                0.0294224444 -0.142246653  0.0977496363
## club_position.RS               -0.0858765241  0.083103516 -0.0393784475
## club_position.RW                0.0073603408 -0.068396655  0.1089652422
## club_position.RWB               0.0355056586 -0.074786563 -0.0191503568
## club_position.ST               -0.1065305862  0.115178325 -0.0259022652
## club_position.SUB               0.0590830473  0.059914312 -0.1080287695
## club_contract_valid_until.2021 -0.1069823487 -0.190722396  0.0542375221
## club_contract_valid_until.2022  0.1255899829  0.045182021 -0.0009727461
## club_contract_valid_until.2023  0.2140208952  0.075459063  0.1314806526
## club_contract_valid_until.2024 -0.3192961108 -0.007773789 -0.0957241363
## club_contract_valid_until.2025 -0.0273838971  0.047417124 -0.1271743063
## club_contract_valid_until.2026  0.0583814062 -0.024260568 -0.0290984523
## club_contract_valid_until.2027  0.0132009842 -0.006216890  0.0878257271
## club_contract_valid_until.2028  0.0223614581 -0.032590379 -0.1039585595
## club_contract_valid_until.2031  0.0106560838  0.019123672  0.0085919938
## preferred_foot.Left             0.0010464901  0.088278392  0.0140745123
## preferred_foot.Right           -0.0010464901 -0.088278392 -0.0140745123
## weak_foot.1                    -0.0068976824  0.037964134  0.0637742205
## weak_foot.2                    -0.1387779129  0.080962623 -0.1867811795
## weak_foot.3                     0.0529646504 -0.047253377  0.0166667640
## weak_foot.4                     0.0799025350 -0.033765534  0.1742131123
## weak_foot.5                    -0.0010881182  0.012798306 -0.0140076156
## skill_moves.2                   0.1260173304  0.068227177 -0.1773362282
## skill_moves.3                  -0.2492339471  0.010112293  0.2194375837
## skill_moves.4                   0.2214387512 -0.137481564 -0.0669932255
## skill_moves.5                   0.0308652522 -0.071129914 -0.0150868282
## international_reputation.1     -0.1486405195 -0.022768439  0.0827542898
## international_reputation.2      0.1874618112  0.028991404 -0.1522030606
## international_reputation.3     -0.0099969002  0.004015494  0.0900549174
## international_reputation.4     -0.0139300617  0.017694450  0.0993093645
## international_reputation.5     -0.1005666483 -0.111514222 -0.1787428867
## work_rate.High.High             0.0574459378  0.276157914  0.0057423043
## work_rate.High.Low             -0.0063452619  0.100001333 -0.0483356136
## work_rate.High.Medium           0.1141204015 -0.347830587 -0.0088945661
## work_rate.Low.High             -0.0377190644 -0.022666725  0.0605246933
## work_rate.Low.Low               0.0238393490  0.061503363 -0.0960255009
## work_rate.Low.Medium           -0.0105780256 -0.094565957 -0.0121637299
## work_rate.Medium.High           0.0936540145  0.272854458 -0.1515193484
## work_rate.Medium.Low            0.0086711952  0.046145506 -0.0092825016
## work_rate.Medium.Medium        -0.1687232568 -0.052984933  0.1186674149
## body_type.Lean..170..          -0.1775142475  0.043940217  0.1077518079
## body_type.Lean..170.185.        0.0224884778  0.038067882 -0.2357274421
## body_type.Lean..185..           0.1477549268 -0.107290058  0.0274115165
## body_type.Normal..170..        -0.1457474567  0.145324328  0.2776082284
## body_type.Normal..170.185.      0.1311453194 -0.043934209 -0.0764943885
## body_type.Normal..185..        -0.0609165775 -0.049587306  0.1639183636
## body_type.Stocky..170..        -0.1134333154  0.011898596  0.0742310083
## body_type.Stocky..170.185.     -0.0939338421  0.088046329 -0.0844586328
## body_type.Stocky..185..        -0.0330120096  0.035894197  0.0324322263
## body_type.Unique               -0.0597676054 -0.021045515 -0.0035158417
## real_face.No                    0.1298199072 -0.019717446 -0.0944891318
## real_face.Yes                  -0.1298199072  0.019717446  0.0944891318
## pace                            0.0249259984 -0.034612314  0.0030855829
## shooting                        0.0058413786  0.047763646 -0.0339918722
## passing                         0.0377973788 -0.059586500  0.0011777436
## dribbling                      -0.0027449235 -0.006814630 -0.0045654783
## defending                      -0.0023280109 -0.016424388 -0.0040122222
## physic                          0.0245912491  0.053176057 -0.0017657864
## attacking_crossing              0.0473738940 -0.133339494 -0.0133801047
## attacking_finishing             0.0024344221  0.046628335 -0.0303827481
## attacking_heading_accuracy     -0.0929523802  0.053532413 -0.0134784155
## attacking_short_passing        -0.0025329883 -0.026281053  0.0151940496
## attacking_volleys              -0.0019248060  0.039823240 -0.0256874618
## skill_dribbling                 0.0167803302 -0.022871165 -0.0138050908
## skill_curve                     0.0421717892 -0.058833330 -0.0060431603
## skill_fk_accuracy               0.0512036849 -0.052889033 -0.0084568319
## skill_long_passing              0.0406052329 -0.044760352  0.0237764191
## skill_ball_control             -0.0097327672 -0.018378158  0.0010201010
## movement_acceleration           0.0211124536 -0.020578562 -0.0006802943
## movement_sprint_speed           0.0268328418 -0.043954046  0.0056443717
## movement_agility                0.0040501586  0.028909293  0.0079597977
## movement_reactions             -0.0774235263  0.009437101  0.0022431356
## movement_balance               -0.0665735526  0.125894883 -0.0011951332
## power_shot_power               -0.0019421081  0.042642431 -0.0155754329
## power_jumping                  -0.1109948591  0.192697128 -0.0166897396
## power_stamina                   0.0470887309  0.085496525 -0.0269717594
## power_strength                  0.0385609277 -0.018784195  0.0165085559
## power_long_shots                0.0241190121  0.045376746 -0.0430126418
## mentality_aggression           -0.0257518182  0.101571225 -0.0117669533
## mentality_interceptions         0.0029597662 -0.009824866 -0.0062675378
## mentality_positioning           0.0037378066  0.029987288 -0.0548904286
## mentality_vision                0.0463300307  0.003871841 -0.0130626163
## mentality_penalties            -0.0155524698  0.036664654 -0.0312455812
## mentality_composure            -0.0298859462 -0.007833364  0.0296629810
## defending_marking_awareness     0.0052026784 -0.025085710  0.0054458397
## defending_standing_tackle       0.0056092146 -0.021229651 -0.0071552719
## defending_sliding_tackle        0.0024315548 -0.023855839 -0.0080238372
## goalkeeping_diving             -0.1235397618 -0.169234775 -0.1540873146
## goalkeeping_handling           -0.1274094287 -0.142889648 -0.2514220223
## goalkeeping_kicking            -0.1366362735 -0.153982351 -0.2602746772
## goalkeeping_positioning        -0.1448887437 -0.131413854 -0.2124512541
## goalkeeping_reflexes           -0.1402909938 -0.162253613 -0.2379330576
##                                         PC19          PC20          PC21
## potential                       0.0931923499 -0.0582922030  0.0208894793
## value_eur                       0.0120133368 -0.0082180207 -0.0163839218
## wage_eur                        0.0125799874 -0.0059998792 -0.0238675536
## age                            -0.0269365849  0.0690063637  0.0214089017
## height_cm                      -0.0603454394 -0.0455038328  0.0625007504
## weight_kg                      -0.0209970493  0.0162162998 -0.0070795921
## league_level.1                  0.0499483047 -0.0641611199 -0.0137635233
## league_level.2                  0.0093473335  0.2097985179  0.1494614798
## league_level.3                 -0.1085260815 -0.2000805520 -0.2247636477
## league_level.4                  0.0022711311  0.0129808474  0.0611937483
## league_level.5                  0.0373906103  0.0370627084 -0.0444187088
## club_position.CAM               0.0140787060  0.0059359474 -0.0884797946
## club_position.CB                0.0841790490 -0.0273518518 -0.0152736240
## club_position.CDM              -0.1092733842 -0.0882719639  0.0520341697
## club_position.CF               -0.1246759770  0.0441526723  0.0806314958
## club_position.CM                0.0843690469  0.0309402218  0.0449836124
## club_position.LAM               0.0230804237  0.0208201302 -0.0113023598
## club_position.LB               -0.0176046024  0.0981202084 -0.0475331059
## club_position.LCB               0.0964822679 -0.0247366748  0.0153229039
## club_position.LCM              -0.0329518249  0.0200715934 -0.0225660586
## club_position.LDM              -0.0281662829 -0.0871073683  0.0268337075
## club_position.LF               -0.0445631332 -0.0487385596 -0.0518837907
## club_position.LM               -0.0509685799 -0.0472692922  0.0503120410
## club_position.LS                0.0852403621  0.0791826380  0.2397732014
## club_position.LW                0.0526389927 -0.0658376092  0.1426266195
## club_position.LWB              -0.0708345549 -0.0517393552  0.0644660993
## club_position.RAM              -0.0570562520 -0.0830928550  0.0031385097
## club_position.RB               -0.0764034773  0.2146830325 -0.0252038479
## club_position.RCB               0.0017291371 -0.0535338381  0.0371107265
## club_position.RCM              -0.0344956251 -0.0585407851  0.0731717370
## club_position.RDM              -0.0509809686  0.0197651299 -0.1033478449
## club_position.RES               0.0099903785 -0.0363530032 -0.0478819747
## club_position.RF               -0.0568607977  0.0030564789 -0.0532155705
## club_position.RM               -0.0661843979  0.0025027203  0.0360779142
## club_position.RS               -0.0493043580  0.0807592385  0.0684496682
## club_position.RW               -0.0251491833 -0.1027334076  0.0379084251
## club_position.RWB               0.0386268971  0.0515895785 -0.0657911689
## club_position.ST               -0.0240823024  0.0158522455 -0.2409734370
## club_position.SUB               0.0687384422  0.0092877415  0.0041247878
## club_contract_valid_until.2021 -0.2611843457  0.1762797635  0.1645685546
## club_contract_valid_until.2022  0.0840280156 -0.0676824416  0.0540023286
## club_contract_valid_until.2023  0.2069012038 -0.0312777369 -0.0456871899
## club_contract_valid_until.2024 -0.3457493405 -0.0342091017 -0.3610145113
## club_contract_valid_until.2025  0.2333017601  0.0550264799  0.2563000451
## club_contract_valid_until.2026  0.1416285492 -0.0670834468  0.0465861161
## club_contract_valid_until.2027 -0.0688690315 -0.0468167242  0.0507592786
## club_contract_valid_until.2028  0.0539538092  0.0569701081  0.0892016675
## club_contract_valid_until.2031  0.0285849436 -0.0246368486  0.0360369295
## preferred_foot.Left             0.0006485301 -0.0462878242  0.0040031844
## preferred_foot.Right           -0.0006485301  0.0462878242 -0.0040031844
## weak_foot.1                    -0.0712079582 -0.0079111253 -0.0821149333
## weak_foot.2                     0.0091659973  0.0781785738  0.0625463063
## weak_foot.3                    -0.0330883471  0.0082794541  0.0162410673
## weak_foot.4                     0.0442266669 -0.1103855065 -0.1028612985
## weak_foot.5                    -0.0032866402  0.0488129736  0.0730667246
## skill_moves.2                  -0.0944503215  0.1364992752 -0.0357002329
## skill_moves.3                   0.1433368391 -0.1484159530  0.0012603045
## skill_moves.4                  -0.1183644772  0.0110921813  0.0756518563
## skill_moves.5                   0.1326838386  0.0172706203 -0.0340414103
## international_reputation.1     -0.0633114699 -0.0190725875  0.1604042801
## international_reputation.2      0.1493068123  0.0312419204 -0.2109944331
## international_reputation.3     -0.1958629884 -0.0564549172  0.0840969598
## international_reputation.4      0.0437630519  0.1267930767 -0.0487574744
## international_reputation.5      0.2025178515 -0.1231783047 -0.0667589026
## work_rate.High.High            -0.1283389341 -0.0716032159  0.0142208522
## work_rate.High.Low              0.0650422043 -0.0257698431  0.3465968014
## work_rate.High.Medium           0.0426180705  0.2223519365 -0.1871756795
## work_rate.Low.High              0.0086135467 -0.0333032775  0.0935312283
## work_rate.Low.Low              -0.0362999447  0.1069384003 -0.0765750794
## work_rate.Low.Medium            0.0419501088 -0.0595994592 -0.0420386460
## work_rate.Medium.High          -0.0714726941 -0.1211906136  0.0679523586
## work_rate.Medium.Low           -0.0972215341 -0.1878632474 -0.1596437654
## work_rate.Medium.Medium         0.0739609887  0.0383668713  0.0150675809
## body_type.Lean..170..           0.2149145970 -0.1189414644 -0.1131651387
## body_type.Lean..170.185.       -0.1540544539  0.2386479579  0.0360599171
## body_type.Lean..185..          -0.2354617520 -0.4110760815  0.1768928564
## body_type.Normal..170..         0.0733561178 -0.0614835032 -0.0662052577
## body_type.Normal..170.185.      0.0375196851 -0.0510934799  0.0336895483
## body_type.Normal..185..         0.2504891180  0.1520771984 -0.0527333328
## body_type.Stocky..170..        -0.0605127476  0.0725885322  0.0560747863
## body_type.Stocky..170.185.     -0.0531487026  0.0124830340 -0.0801418332
## body_type.Stocky..185..        -0.1541901705  0.0542078545 -0.1517997487
## body_type.Unique                0.0268190968  0.0117036388 -0.0184567981
## real_face.No                    0.1761324429  0.0139941729 -0.1352497730
## real_face.Yes                  -0.1761324429 -0.0139941729  0.1352497730
## pace                           -0.0255504518 -0.0331941510  0.0330546045
## shooting                       -0.0095900156  0.0326160534 -0.0005089069
## passing                        -0.0004203031  0.0059582409  0.0150923931
## dribbling                       0.0121527652  0.0041045984  0.0167497269
## defending                       0.0066764590  0.0094186272 -0.0071853601
## physic                         -0.0272827483  0.0148036987  0.0054666250
## attacking_crossing             -0.0225918806  0.0514111113  0.0040881578
## attacking_finishing            -0.0133583066  0.0253148635  0.0052543604
## attacking_heading_accuracy      0.0506605002  0.0388794759  0.0004620632
## attacking_short_passing         0.0221641473 -0.0153717940  0.0287423903
## attacking_volleys              -0.0055946513  0.0147151375 -0.0245615662
## skill_dribbling                -0.0009109200  0.0170453017  0.0191913366
## skill_curve                    -0.0068412730  0.0239167927 -0.0170621045
## skill_fk_accuracy              -0.0021118498  0.0088266460 -0.0201547679
## skill_long_passing              0.0202284205 -0.0280775184  0.0232339313
## skill_ball_control              0.0248621875 -0.0009899818  0.0278897195
## movement_acceleration          -0.0234884564 -0.0323943008  0.0226303576
## movement_sprint_speed          -0.0256029309 -0.0315557447  0.0398945082
## movement_agility               -0.0018770142 -0.0350824620  0.0022855714
## movement_reactions              0.0269930730  0.0048508655  0.0143660778
## movement_balance                0.0330722288 -0.0003476798 -0.0538814218
## power_shot_power                0.0061307961  0.0369817918 -0.0041938237
## power_jumping                   0.0678145312 -0.0108516750 -0.0287681914
## power_stamina                  -0.0606160353  0.0062710046  0.0263798384
## power_strength                 -0.0268228101  0.0131710431  0.0154897620
## power_long_shots               -0.0111333487  0.0286941670 -0.0029201032
## mentality_aggression            0.0130511563  0.0197787870 -0.0374983001
## mentality_interceptions         0.0011621662  0.0022568792 -0.0066485271
## mentality_positioning          -0.0273064932  0.0699626578 -0.0021642576
## mentality_vision               -0.0174791672 -0.0006815639  0.0132003086
## mentality_penalties             0.0104298328  0.0382835158 -0.0144093823
## mentality_composure             0.0428474226 -0.0112621035  0.0055954515
## defending_marking_awareness     0.0017383686  0.0060892776 -0.0010204901
## defending_standing_tackle       0.0034091665  0.0077407103 -0.0118304009
## defending_sliding_tackle        0.0079986420  0.0124136886 -0.0121261413
## goalkeeping_diving              0.0040960789 -0.2425387651  0.0664318397
## goalkeeping_handling            0.0640942459 -0.2107858221 -0.0433318407
## goalkeeping_kicking             0.0793858720 -0.1610813705 -0.0161488830
## goalkeeping_positioning         0.0090143105 -0.1544371469  0.0413405058
## goalkeeping_reflexes            0.0533403234 -0.2011296301 -0.0510127779
##                                         PC22          PC23         PC24
## potential                      -0.0251188194 -0.0087877488  0.033137948
## value_eur                       0.0089177763 -0.0473250713 -0.032238867
## wage_eur                        0.0099730805 -0.0238439609 -0.028382971
## age                            -0.0197475741  0.0764755296  0.004827362
## height_cm                       0.0587646637  0.0067905807  0.011936352
## weight_kg                       0.0578288511 -0.0079519384  0.085284996
## league_level.1                  0.0145252613  0.0064349520  0.005612621
## league_level.2                 -0.0694843305  0.1046930624  0.051402714
## league_level.3                  0.0227345003  0.0541688822  0.020770270
## league_level.4                  0.0379221696 -0.2712383215 -0.100349287
## league_level.5                  0.1378712078 -0.0983708668 -0.185104132
## club_position.CAM              -0.1189719880 -0.1046029410  0.070763093
## club_position.CB                0.1302060955 -0.1538112133 -0.022775449
## club_position.CDM               0.0265938225  0.0477112509 -0.088877523
## club_position.CF                0.0037471578  0.0288149611 -0.130453615
## club_position.CM               -0.0113710365  0.0003365835 -0.027303542
## club_position.LAM              -0.0481306954  0.0315463974  0.071271914
## club_position.LB               -0.0409024612  0.1154117676 -0.140785234
## club_position.LCB               0.0056395904  0.0366089400  0.219684404
## club_position.LCM               0.0700115035 -0.1397733403  0.031460183
## club_position.LDM              -0.0434354575 -0.0102808872 -0.083856788
## club_position.LF               -0.0156147090  0.0296443488  0.080852794
## club_position.LM                0.0238120561  0.0490377122  0.017630257
## club_position.LS                0.0755176255  0.1000486848 -0.228583030
## club_position.LW                0.1216117170  0.0302364552 -0.043607251
## club_position.LWB               0.0057852381 -0.1554407801 -0.103571008
## club_position.RAM              -0.0086549083 -0.0813135085  0.066673650
## club_position.RB               -0.1060732843  0.0202804922  0.020681414
## club_position.RCB              -0.0353851378  0.1043540612 -0.000721223
## club_position.RCM               0.0575407655 -0.0397783265 -0.088021321
## club_position.RDM               0.1475390425  0.1855217133 -0.017803312
## club_position.RES              -0.0042380367  0.0015404298 -0.018169892
## club_position.RF                0.0359856348 -0.0378522360  0.026096061
## club_position.RM                0.0481441172 -0.0142951169  0.168598122
## club_position.RS                0.0167981595 -0.0212012369 -0.062664452
## club_position.RW                0.0787579527  0.0382262965  0.182371691
## club_position.RWB               0.1207891793 -0.1719692163 -0.029841762
## club_position.ST               -0.1573863372 -0.0099063912 -0.016708684
## club_position.SUB              -0.0512476664 -0.0180998923  0.010305748
## club_contract_valid_until.2021 -0.0201681795  0.0751473140 -0.015671152
## club_contract_valid_until.2022 -0.0324548693  0.0445570327  0.018962588
## club_contract_valid_until.2023 -0.0113621417  0.0476379460  0.043812493
## club_contract_valid_until.2024  0.2203897455 -0.0021302072 -0.146504411
## club_contract_valid_until.2025 -0.1657603246 -0.2476016430  0.147821705
## club_contract_valid_until.2026 -0.1025839152  0.0379609668 -0.033945740
## club_contract_valid_until.2027  0.0833520706 -0.1200668050 -0.033706358
## club_contract_valid_until.2028  0.0628049088  0.0045378890 -0.178138649
## club_contract_valid_until.2031  0.1301728308 -0.0091996336  0.021373601
## preferred_foot.Left             0.0021992072  0.0029224969 -0.002308416
## preferred_foot.Right           -0.0021992072 -0.0029224969  0.002308416
## weak_foot.1                     0.0914396027 -0.0051778977  0.015163542
## weak_foot.2                    -0.0612649017  0.0157117084 -0.005923885
## weak_foot.3                    -0.0037474126 -0.0373186256  0.033562947
## weak_foot.4                     0.1051748252  0.0461728237 -0.095517784
## weak_foot.5                    -0.1344930201 -0.0378935157  0.160228866
## skill_moves.2                  -0.0538185957 -0.0213383427 -0.037583755
## skill_moves.3                   0.0850893631  0.0634461248 -0.001276982
## skill_moves.4                  -0.0491603583 -0.1287463178  0.063434719
## skill_moves.5                  -0.0332625315  0.2168669118  0.057116316
## international_reputation.1      0.0124348370 -0.0917338618  0.085346031
## international_reputation.2     -0.0422615191  0.1633058873 -0.100092020
## international_reputation.3      0.0712909876 -0.1522520660  0.033982553
## international_reputation.4     -0.0381807950  0.0370068408 -0.102283746
## international_reputation.5     -0.0081604340  0.1658319383  0.110696093
## work_rate.High.High            -0.1261585139 -0.3587916245  0.041242675
## work_rate.High.Low              0.0965630466  0.1524870979 -0.026321233
## work_rate.High.Medium          -0.0413468875 -0.0750570006 -0.207611084
## work_rate.Low.High             -0.2301881960  0.0019567817  0.146749782
## work_rate.Low.Low              -0.0744757503 -0.1241756513  0.103065208
## work_rate.Low.Medium           -0.0343061421 -0.1414921618 -0.068103040
## work_rate.Medium.High           0.3365619985  0.2541065025  0.065096589
## work_rate.Medium.Low            0.0040556410  0.0744343512  0.354307777
## work_rate.Medium.Medium        -0.0648996898  0.0410543459 -0.064750129
## body_type.Lean..170..          -0.1052305952 -0.1281472535 -0.128142564
## body_type.Lean..170.185.        0.0447060710  0.0979936323  0.115563671
## body_type.Lean..185..          -0.3568848359  0.1511841570 -0.338613204
## body_type.Normal..170..        -0.1424245983 -0.0562791167 -0.149720193
## body_type.Normal..170.185.      0.1563126063  0.0048464465  0.100244670
## body_type.Normal..185..         0.3145842820 -0.1900414263  0.038634656
## body_type.Stocky..170..        -0.0558936450  0.0421054556 -0.086261154
## body_type.Stocky..170.185.     -0.2046296223  0.0802166704  0.096020704
## body_type.Stocky..185..        -0.2307333709 -0.0056133261  0.213528118
## body_type.Unique                0.0243320692  0.0106528569 -0.021043581
## real_face.No                   -0.0903708037  0.0677621390 -0.055887810
## real_face.Yes                   0.0903708037 -0.0677621390  0.055887810
## pace                            0.0264848915  0.0257864494  0.044417320
## shooting                       -0.0147546652 -0.0345172939 -0.034032147
## passing                         0.0001305702  0.0126738428  0.030639563
## dribbling                      -0.0046350684  0.0332167783  0.022631329
## defending                      -0.0144952025 -0.0048053043 -0.010438030
## physic                         -0.0219574971 -0.0196651676  0.001111197
## attacking_crossing              0.0095618090  0.0218752051  0.031003806
## attacking_finishing            -0.0077445947 -0.0394687587 -0.034487707
## attacking_heading_accuracy     -0.0680088850  0.0536215839 -0.042375322
## attacking_short_passing        -0.0149883908  0.0345381217  0.043355557
## attacking_volleys              -0.0242610533 -0.0218817886 -0.040722455
## skill_dribbling                 0.0004484952  0.0259266254  0.015950702
## skill_curve                    -0.0091291580 -0.0119924837 -0.003375369
## skill_fk_accuracy               0.0021370367 -0.0231865299 -0.003413327
## skill_long_passing              0.0040417532  0.0150946370  0.046876677
## skill_ball_control             -0.0090936508  0.0388817596  0.033420330
## movement_acceleration           0.0253498980  0.0260233464  0.038715381
## movement_sprint_speed           0.0254152753  0.0238812836  0.046346091
## movement_agility                0.0136010643  0.0316022086  0.015896075
## movement_reactions             -0.0301039594  0.0262399714  0.000176406
## movement_balance               -0.0292055798  0.0057510106  0.003308311
## power_shot_power               -0.0303500456 -0.0247417477 -0.013020447
## power_jumping                  -0.0729400029  0.0780970709 -0.046935445
## power_stamina                  -0.0067434531 -0.0695290573 -0.065623768
## power_strength                 -0.0019226075 -0.0018867695  0.036730603
## power_long_shots               -0.0081161361 -0.0304160633 -0.031976801
## mentality_aggression           -0.0509870332 -0.0124290778 -0.003517647
## mentality_interceptions        -0.0128868117 -0.0051735901 -0.006661834
## mentality_positioning          -0.0181876443 -0.0224305916 -0.043953289
## mentality_vision                0.0076176972 -0.0189969544  0.002208932
## mentality_penalties            -0.0234277331 -0.0100228322 -0.053603037
## mentality_composure            -0.0146054431  0.0216991716  0.022686875
## defending_marking_awareness    -0.0062277346 -0.0048772643 -0.006557572
## defending_standing_tackle      -0.0106312121 -0.0151563843 -0.008235822
## defending_sliding_tackle       -0.0083370999 -0.0057640517 -0.008021304
## goalkeeping_diving              0.0620862206 -0.0887812142 -0.017848770
## goalkeeping_handling            0.0163787009 -0.0925123409 -0.061307449
## goalkeeping_kicking            -0.0295509558 -0.0323347949  0.041661338
## goalkeeping_positioning        -0.0091683069 -0.0662382337  0.084439997
## goalkeeping_reflexes            0.0545946484 -0.1564682158  0.005504741
##                                         PC25          PC26          PC27
## potential                       0.0047681816 -0.0246685393 -0.0107630295
## value_eur                       0.0199368716 -0.0033328551 -0.0121311791
## wage_eur                        0.0006025360 -0.0147298225 -0.0374296048
## age                            -0.0336298660 -0.0110352557 -0.0295045230
## height_cm                      -0.0401063096  0.0032970308  0.0001829506
## weight_kg                       0.0179769709  0.0173229296  0.0258599085
## league_level.1                  0.0035209494 -0.0627709855  0.0001926300
## league_level.2                 -0.0032976759 -0.0461089968 -0.1613966478
## league_level.3                  0.0923734340  0.3136353156  0.1357591469
## league_level.4                 -0.1266598809 -0.1899383774  0.0958757250
## league_level.5                 -0.0099193874 -0.0001888206  0.1378147096
## club_position.CAM              -0.0636181957  0.0646641844 -0.1035706283
## club_position.CB               -0.0608733211  0.0945341120  0.0154453639
## club_position.CDM               0.1234333294 -0.0912821520  0.0240661533
## club_position.CF                0.0343453401 -0.0570845237 -0.1533313721
## club_position.CM               -0.0145453593 -0.0486146996  0.1039837237
## club_position.LAM              -0.0962553151 -0.0660505788 -0.0220751118
## club_position.LB                0.0240968796 -0.0525297239 -0.0298280979
## club_position.LCB               0.0777802428  0.1464336660 -0.1579813918
## club_position.LCM               0.0041153159 -0.0157126727  0.2684957819
## club_position.LDM               0.1550881616  0.0431918446 -0.0620624437
## club_position.LF               -0.1284141140  0.1285470003  0.1128127073
## club_position.LM                0.0125109591  0.0157779293  0.0234435372
## club_position.LS               -0.0566634641  0.0417858618  0.0202528396
## club_position.LW                0.0603312320 -0.0102236251  0.0371481579
## club_position.LWB              -0.0630625840 -0.0127109986  0.0784092827
## club_position.RAM               0.0238878487 -0.0491982860 -0.1111750384
## club_position.RB               -0.0597305223  0.0649899813 -0.1364853949
## club_position.RCB              -0.0872891721 -0.2472862015  0.2371958283
## club_position.RCM               0.0167023089  0.0397200264 -0.0065144692
## club_position.RDM              -0.0602430267  0.2147330829 -0.0619396419
## club_position.RES               0.0368578575 -0.0259826973 -0.0700149996
## club_position.RF                0.1258820968  0.1156016298 -0.1069437644
## club_position.RM               -0.0441881628  0.1010853728  0.0519999984
## club_position.RS               -0.1193658667 -0.0729422664 -0.0142146395
## club_position.RW               -0.0863276138  0.0214764445  0.1204794180
## club_position.RWB              -0.0523436635 -0.1058988008 -0.0011386922
## club_position.ST                0.0835356877  0.0098004963  0.0060567398
## club_position.SUB               0.0177521418 -0.0498775338 -0.0339901388
## club_contract_valid_until.2021  0.0763615999  0.1324491274  0.0262307176
## club_contract_valid_until.2022 -0.0154075053 -0.0765900132 -0.0256418047
## club_contract_valid_until.2023 -0.0120193569 -0.1354405910 -0.0304581016
## club_contract_valid_until.2024 -0.2295966557 -0.0332785550  0.0228858757
## club_contract_valid_until.2025  0.1940213339  0.3539671614 -0.0355934685
## club_contract_valid_until.2026  0.1067608780 -0.1479496880  0.1149223537
## club_contract_valid_until.2027  0.2109056901 -0.2631015893 -0.0287015998
## club_contract_valid_until.2028  0.0037965205  0.0699915136  0.0992967746
## club_contract_valid_until.2031  0.0315579912  0.0542096206  0.0393277604
## preferred_foot.Left             0.0084585116  0.0089762176 -0.0290731090
## preferred_foot.Right           -0.0084585116 -0.0089762176  0.0290731090
## weak_foot.1                    -0.0776063106  0.0452228311 -0.0428086269
## weak_foot.2                    -0.0698341407 -0.0425002134  0.1975081057
## weak_foot.3                    -0.0279597219 -0.0144010280 -0.0160080233
## weak_foot.4                     0.2041796028 -0.0260095448 -0.3028521200
## weak_foot.5                    -0.2375721882  0.2430230119  0.3407477465
## skill_moves.2                   0.0858955590  0.0238044643  0.0068739196
## skill_moves.3                  -0.1011801322 -0.0235772388  0.0035197493
## skill_moves.4                   0.0676620550 -0.0067208013 -0.0438515207
## skill_moves.5                  -0.1900293755  0.0216410550  0.1034651360
## international_reputation.1      0.0678281054  0.0178066759  0.0011642094
## international_reputation.2     -0.0967795996  0.0484325893 -0.0197343804
## international_reputation.3      0.0507133579 -0.1980686509  0.1101399893
## international_reputation.4      0.0044109476  0.1481150881 -0.1654898994
## international_reputation.5     -0.1074691289  0.0072792005  0.0026295967
## work_rate.High.High            -0.2472788573  0.0911889969 -0.2552867297
## work_rate.High.Low             -0.2530132601  0.0062238625 -0.1173792059
## work_rate.High.Medium           0.1626778195  0.0444590469  0.1279381985
## work_rate.Low.High             -0.0607354165 -0.2556851958  0.0077360150
## work_rate.Low.Low               0.0067525446 -0.0996883560  0.0691653580
## work_rate.Low.Medium           -0.3118427937  0.0667433504 -0.1286989545
## work_rate.Medium.High           0.2244487923  0.1390772625  0.0815367051
## work_rate.Medium.Low           -0.0353288155 -0.1546969981 -0.1123344387
## work_rate.Medium.Medium         0.0899304095 -0.0352617766  0.0987656622
## body_type.Lean..170..           0.1681317686 -0.0326184698  0.0747583115
## body_type.Lean..170.185.       -0.0208104628 -0.0752550387 -0.1061766130
## body_type.Lean..185..          -0.0716137733  0.0848302140  0.0172680770
## body_type.Normal..170..        -0.1328759046  0.1783147081  0.0549067926
## body_type.Normal..170.185.     -0.0374741819 -0.0693974920 -0.0070764929
## body_type.Normal..185..        -0.0201771779  0.0363116911  0.0084765014
## body_type.Stocky..170..         0.0286067671  0.0381550249 -0.1937337961
## body_type.Stocky..170.185.      0.2522297330 -0.0073451166  0.1925464333
## body_type.Stocky..185..         0.0534689981 -0.0219108716  0.0187867507
## body_type.Unique                0.0039263091 -0.0091823834 -0.0493786754
## real_face.No                   -0.0639835743 -0.0787915119 -0.0716578994
## real_face.Yes                   0.0639835743  0.0787915119  0.0716578994
## pace                           -0.0051030267 -0.0113569541  0.0039208937
## shooting                        0.0215556096  0.0098789572  0.0187408027
## passing                        -0.0067376400  0.0031239620  0.0106295778
## dribbling                       0.0035407714 -0.0139606075  0.0140701140
## defending                      -0.0117606787 -0.0117401019 -0.0128849945
## physic                          0.0348226457  0.0145884047  0.0162218203
## attacking_crossing             -0.0230315999 -0.0029343546 -0.0176231787
## attacking_finishing             0.0201601123  0.0144815717  0.0164791993
## attacking_heading_accuracy     -0.0048983887 -0.0439803707 -0.0434043554
## attacking_short_passing        -0.0003744679 -0.0016356147  0.0170640184
## attacking_volleys               0.0043845397  0.0002282335  0.0067674605
## skill_dribbling                 0.0063367721 -0.0090345528  0.0150856027
## skill_curve                    -0.0153021113 -0.0133742381 -0.0086979633
## skill_fk_accuracy              -0.0096866175 -0.0010399122 -0.0121905166
## skill_long_passing             -0.0065089177  0.0050990533  0.0288702541
## skill_ball_control              0.0013109775 -0.0148269058  0.0107368793
## movement_acceleration          -0.0007814088 -0.0108287071  0.0045189625
## movement_sprint_speed          -0.0077719597 -0.0115699616  0.0030443758
## movement_agility                0.0025220689 -0.0075071454  0.0130737346
## movement_reactions             -0.0204795412 -0.0209082312 -0.0083464663
## movement_balance                0.0272436585 -0.0112483256  0.0213778005
## power_shot_power                0.0221857813 -0.0003706190  0.0261490020
## power_jumping                   0.0506819277 -0.0476455973 -0.0241809394
## power_stamina                   0.0149659127  0.0528477021  0.0266783047
## power_strength                  0.0305835930  0.0066428767  0.0168372121
## power_long_shots                0.0249044476  0.0136605647  0.0248416292
## mentality_aggression            0.0273115284 -0.0081764629 -0.0037074983
## mentality_interceptions        -0.0135982938 -0.0092705570 -0.0107599336
## mentality_positioning           0.0156805478  0.0088420597  0.0055488546
## mentality_vision                0.0126644546  0.0183890886  0.0249872014
## mentality_penalties             0.0045230066 -0.0259951515 -0.0207312599
## mentality_composure            -0.0307632352 -0.0384791353 -0.0043392232
## defending_marking_awareness    -0.0078805253 -0.0047257625 -0.0075462773
## defending_standing_tackle      -0.0122307748 -0.0097606385 -0.0099560309
## defending_sliding_tackle       -0.0127176233 -0.0150144183 -0.0123441937
## goalkeeping_diving             -0.0002627646 -0.0473549567 -0.1351518828
## goalkeeping_handling            0.0133958636  0.0751735704  0.0445986186
## goalkeeping_kicking             0.0577367200  0.0019148638 -0.1006517282
## goalkeeping_positioning         0.0674570410  0.0614398362  0.0265395637
## goalkeeping_reflexes            0.0489446811  0.0218081927 -0.0265895174
##                                         PC28          PC29          PC30
## potential                      -0.0017399177 -5.612343e-03 -0.0021997511
## value_eur                       0.0199161420  8.438303e-03 -0.0014737217
## wage_eur                        0.0280252491  4.019878e-03  0.0090677920
## age                            -0.0313533920  9.345791e-03  0.0025382323
## height_cm                       0.0100180500 -1.498681e-02  0.0134238979
## weight_kg                       0.0652483914  2.024242e-02 -0.0458980039
## league_level.1                 -0.0307130687 -1.488346e-02  0.0072518861
## league_level.2                  0.0188254437  8.320878e-02 -0.0224709474
## league_level.3                 -0.1401553894 -7.112648e-02 -0.0385479456
## league_level.4                  0.2106363223 -3.380384e-02  0.1039226452
## league_level.5                  0.0850140779  2.467692e-02 -0.1102802064
## club_position.CAM               0.0118173957  3.674459e-02  0.0871308654
## club_position.CB               -0.1155446420  5.885374e-02 -0.2112216066
## club_position.CDM              -0.0989239394 -1.030579e-01 -0.0254451665
## club_position.CF                0.0555842297  7.349528e-02 -0.2082784350
## club_position.CM                0.0301443741  9.147479e-02 -0.0706639787
## club_position.LAM              -0.0065953035 -1.072705e-01 -0.0515978147
## club_position.LB               -0.1559443862 -2.414223e-02 -0.0781033496
## club_position.LCB               0.2836827504 -1.920090e-01  0.1147019940
## club_position.LCM              -0.0704559263 -1.651541e-01  0.0743713977
## club_position.LDM              -0.2171689033 -9.877280e-02  0.0894455237
## club_position.LF               -0.1251119150 -1.429905e-02 -0.0619456370
## club_position.LM                0.0650834146  6.906924e-02 -0.0861091905
## club_position.LS               -0.0557982721 -3.536947e-02  0.2423189162
## club_position.LW                0.0860691592 -1.724939e-01  0.0429315521
## club_position.LWB               0.0443469842  1.008238e-01  0.1168946371
## club_position.RAM              -0.0074501704  6.577520e-02  0.0186089144
## club_position.RB               -0.0514185793 -2.122272e-02 -0.0100571397
## club_position.RCB              -0.1358827358  1.572705e-01  0.0738329155
## club_position.RCM               0.3614431002  2.115478e-01 -0.0162420165
## club_position.RDM              -0.0550285453  3.272425e-03  0.0079721863
## club_position.RES              -0.0183505683  9.326514e-03 -0.0581419440
## club_position.RF               -0.1130207451  1.278303e-01  0.0709988052
## club_position.RM                0.0925435816  1.143500e-01 -0.1639779580
## club_position.RS                0.0398693725 -2.331363e-01 -0.2001633564
## club_position.RW               -0.0427520739 -9.780824e-02  0.0828801857
## club_position.RWB               0.1288470869 -1.855059e-04  0.0436737430
## club_position.ST               -0.1026849697  1.328618e-01  0.0865199587
## club_position.SUB               0.0018978880  4.160315e-03 -0.0090877763
## club_contract_valid_until.2021  0.0255714671  7.229074e-02  0.0285606720
## club_contract_valid_until.2022 -0.0589900063  2.616276e-02 -0.0304545365
## club_contract_valid_until.2023 -0.0251378286  1.572538e-03 -0.0367629213
## club_contract_valid_until.2024  0.1424530788 -1.291385e-01  0.0500277333
## club_contract_valid_until.2025 -0.0793161490 -1.430453e-01 -0.0772039073
## club_contract_valid_until.2026 -0.0061353957  3.466661e-01  0.1881583917
## club_contract_valid_until.2027 -0.0784677078 -1.357935e-01 -0.2498254813
## club_contract_valid_until.2028 -0.0138855028  7.074783e-02  0.2540898736
## club_contract_valid_until.2031  0.2285741905  1.712136e-01 -0.0656060909
## preferred_foot.Left            -0.0051097059 -1.142186e-02  0.0011391438
## preferred_foot.Right            0.0051097059  1.142186e-02 -0.0011391438
## weak_foot.1                    -0.1044011568  3.113328e-02  0.0807907919
## weak_foot.2                     0.0123743084  1.452383e-01 -0.0067047330
## weak_foot.3                    -0.0121154082  1.542915e-02 -0.0252828117
## weak_foot.4                     0.0008250561 -1.634928e-01  0.0469022657
## weak_foot.5                     0.0448166922 -4.641108e-02 -0.0490486124
## skill_moves.2                  -0.0604967246  1.619963e-02  0.0186260710
## skill_moves.3                   0.0614539369 -4.955325e-02 -0.0242690490
## skill_moves.4                   0.0057094666  7.117241e-02  0.0341623322
## skill_moves.5                  -0.0179895594 -3.644868e-02 -0.1071756801
## international_reputation.1     -0.0802575660  2.606348e-02  0.1168445731
## international_reputation.2      0.1537843512 -1.504355e-02 -0.0890952160
## international_reputation.3     -0.1834397608 -6.974750e-02 -0.1673168042
## international_reputation.4      0.1636822595  1.295251e-01  0.1998362139
## international_reputation.5     -0.0484401870 -1.109446e-01 -0.0522343222
## work_rate.High.High            -0.0183495540  9.411285e-02 -0.0649249957
## work_rate.High.Low             -0.0212965935 -1.483484e-01 -0.0763088794
## work_rate.High.Medium           0.0180444664 -1.197525e-01  0.0334695537
## work_rate.Low.High              0.1196512994 -1.250509e-01  0.1650376234
## work_rate.Low.Low               0.1658216126 -1.826603e-01 -0.0138523676
## work_rate.Low.Medium           -0.2424929017  8.470257e-02 -0.1159347987
## work_rate.Medium.High           0.1016901870  1.311286e-02 -0.0090857276
## work_rate.Medium.Low           -0.0571956028  2.783092e-01  0.1034243593
## work_rate.Medium.Medium        -0.0137913068  2.158568e-02 -0.0151085793
## body_type.Lean..170..           0.0126866917 -8.235536e-02  0.0183011716
## body_type.Lean..170.185.       -0.1685526692 -5.754916e-02  0.0922385081
## body_type.Lean..185..           0.0733426744 -4.358940e-02 -0.0335890201
## body_type.Normal..170..         0.0480620537  2.909149e-02  0.0344361390
## body_type.Normal..170.185.     -0.0075832082 -7.338252e-03  0.0636575961
## body_type.Normal..185..        -0.0418545211  1.076765e-01 -0.0369109940
## body_type.Stocky..170..         0.1122438270  1.397505e-01 -0.2060516285
## body_type.Stocky..170.185.      0.1509814040  1.488321e-01 -0.3837997167
## body_type.Stocky..185..         0.1749254449 -2.413299e-01  0.1934462947
## body_type.Unique                0.0197309693  1.583408e-02  0.0229310731
## real_face.No                    0.0461454871 -3.258901e-02 -0.0918356451
## real_face.Yes                  -0.0461454871  3.258901e-02  0.0918356451
## pace                            0.0185874048  3.140639e-02 -0.0040076264
## shooting                       -0.0147538489 -3.641679e-03 -0.0052321275
## passing                         0.0092869894  7.296654e-03 -0.0009493643
## dribbling                      -0.0135680262  1.415064e-02  0.0086981085
## defending                      -0.0028171399 -6.120574e-03 -0.0057194308
## physic                         -0.0109380696  6.539569e-06 -0.0067143921
## attacking_crossing              0.0193988199  9.197559e-03 -0.0276116457
## attacking_finishing            -0.0145275894 -4.020789e-05  0.0034483137
## attacking_heading_accuracy     -0.0606190657 -2.139141e-02  0.0158114817
## attacking_short_passing        -0.0130745791  1.452751e-02  0.0139908076
## attacking_volleys              -0.0193992343 -1.000588e-02 -0.0141746823
## skill_dribbling                -0.0051048726  1.210899e-02  0.0005164214
## skill_curve                     0.0059062608 -2.758566e-03 -0.0190033166
## skill_fk_accuracy               0.0214936158 -1.319987e-02 -0.0247635919
## skill_long_passing              0.0210360544  5.887904e-03  0.0109554317
## skill_ball_control             -0.0198895608  1.525062e-02  0.0141710412
## movement_acceleration           0.0138145226  2.459130e-02 -0.0045320627
## movement_sprint_speed           0.0215152957  3.483164e-02 -0.0037437189
## movement_agility               -0.0169722005  1.176836e-02  0.0177300985
## movement_reactions             -0.0355168550  1.360257e-02  0.0270732606
## movement_balance               -0.0096665383  8.019712e-04 -0.0056870883
## power_shot_power               -0.0089981886 -2.486581e-03 -0.0245405631
## power_jumping                  -0.0972114415 -3.464311e-02  0.0367666820
## power_stamina                  -0.0336459275 -1.521405e-02  0.0418154197
## power_strength                  0.0178623439  1.634801e-02 -0.0273070544
## power_long_shots               -0.0081262250 -1.077376e-02 -0.0082466184
## mentality_aggression           -0.0243718791 -1.380108e-02 -0.0117953277
## mentality_interceptions        -0.0046835546 -5.559256e-03 -0.0047139476
## mentality_positioning          -0.0245361479  9.819824e-03  0.0076354187
## mentality_vision                0.0101502049  7.183861e-05  0.0131437568
## mentality_penalties            -0.0290798441 -1.091694e-02 -0.0036847931
## mentality_composure            -0.0113445351  1.073594e-02  0.0170644326
## defending_marking_awareness     0.0024011220 -2.740368e-03 -0.0047058682
## defending_standing_tackle       0.0047214564 -4.554474e-03 -0.0084576944
## defending_sliding_tackle        0.0030061136 -8.608781e-03 -0.0110868416
## goalkeeping_diving              0.1800069912 -5.835624e-02  0.0190764611
## goalkeeping_handling           -0.0720594489  2.551843e-02  0.1427591206
## goalkeeping_kicking            -0.0542655669  4.583504e-02 -0.0273258591
## goalkeeping_positioning         0.0610281113 -6.726630e-02 -0.0272295551
## goalkeeping_reflexes           -0.0448762471  5.287419e-02 -0.0271991628
##                                         PC31          PC32          PC33
## potential                       0.0277399034  0.0262960015  0.0480867985
## value_eur                       0.0475584166  0.0105130366  0.0406191881
## wage_eur                        0.0093217251  0.0298198586  0.0204675480
## age                            -0.0206201234 -0.0048066312 -0.0420755350
## height_cm                      -0.0188349188 -0.0199216666 -0.0235682440
## weight_kg                      -0.0254997834  0.0295231436  0.0275747012
## league_level.1                 -0.0645816904  0.0660868191 -0.0033739137
## league_level.2                 -0.1071756813 -0.1189232120  0.0626597781
## league_level.3                  0.3818239092  0.0434026150  0.0061358573
## league_level.4                 -0.1474527628  0.0230601223 -0.0767260981
## league_level.5                 -0.0583455252 -0.0467798484 -0.2019756731
## club_position.CAM              -0.0674871331  0.0075926378 -0.0604999747
## club_position.CB                0.0111099271  0.0881393994  0.0210940732
## club_position.CDM              -0.0296683807 -0.1366297039  0.1513848200
## club_position.CF                0.0200806567  0.2386512753 -0.0459131041
## club_position.CM                0.0629481973 -0.0238279913 -0.1763059759
## club_position.LAM               0.0572264985  0.0521639479 -0.3387662886
## club_position.LB                0.1007306471  0.0356798335  0.0813805365
## club_position.LCB              -0.0393679828  0.0179733225 -0.0686004621
## club_position.LCM              -0.1750907089  0.1984763452  0.1284802870
## club_position.LDM               0.1247823559 -0.1326720693 -0.1607063461
## club_position.LF                0.0663677427 -0.0120043214  0.0532442595
## club_position.LM                0.0605174618 -0.1459443651  0.0571216643
## club_position.LS               -0.0215426822  0.2272493891  0.0094802782
## club_position.LW                0.0712944700  0.1418479662 -0.0339849127
## club_position.LWB              -0.1774284510 -0.1175856918 -0.1325459017
## club_position.RAM              -0.0722387443 -0.0306987560 -0.0343920541
## club_position.RB               -0.1831487953  0.0659909776  0.0220119581
## club_position.RCB               0.0919826682 -0.0131166710 -0.0550319921
## club_position.RCM               0.2902411337 -0.1339337558 -0.0597433109
## club_position.RDM              -0.0945554595  0.0546608171 -0.0547898702
## club_position.RES              -0.0515630567  0.0301496292  0.0560358910
## club_position.RF                0.0468176082  0.0913126618 -0.1647505814
## club_position.RM                0.0395700729 -0.0079895119  0.0690320112
## club_position.RS               -0.0855270164 -0.2067443381 -0.0908289791
## club_position.RW               -0.1006313226 -0.1352585480 -0.0801675052
## club_position.RWB              -0.0960838819 -0.0888849995  0.0075509415
## club_position.ST                0.0574334547 -0.0495199503  0.0554925752
## club_position.SUB               0.0280533879  0.0227578677  0.0509744944
## club_contract_valid_until.2021  0.0135365400 -0.1917092540 -0.0410766181
## club_contract_valid_until.2022 -0.0419479035  0.0819979746  0.0421159926
## club_contract_valid_until.2023 -0.0471998744  0.1238054515  0.0298321106
## club_contract_valid_until.2024  0.0480206922  0.0120686988 -0.0862903606
## club_contract_valid_until.2025 -0.0185586059  0.0033268035 -0.0812129331
## club_contract_valid_until.2026  0.1276349701 -0.2468474882  0.1951487396
## club_contract_valid_until.2027  0.0608631941 -0.0245369811  0.1354988663
## club_contract_valid_until.2028 -0.0110218620  0.2542135966  0.0305807686
## club_contract_valid_until.2031  0.1820847461 -0.0923607046  0.0090242428
## preferred_foot.Left             0.0044760935 -0.0255558427 -0.0101071381
## preferred_foot.Right           -0.0044760935  0.0255558427  0.0101071381
## weak_foot.1                    -0.1411181086 -0.0506200195 -0.1020784933
## weak_foot.2                     0.0723322478  0.1189362686  0.0177746529
## weak_foot.3                     0.0060779967  0.0226033042 -0.0163232532
## weak_foot.4                    -0.0914285720 -0.1594489987  0.0318129294
## weak_foot.5                     0.0708114080  0.0264982957 -0.0458923145
## skill_moves.2                  -0.0270063673 -0.0817749404  0.0041949696
## skill_moves.3                   0.0363382074  0.0877741771  0.0038130229
## skill_moves.4                  -0.0009561672  0.0202839028  0.0023178107
## skill_moves.5                  -0.0673621401 -0.1189238157 -0.0784008890
## international_reputation.1     -0.0457026879  0.0134404174 -0.0212404130
## international_reputation.2      0.0348801437 -0.0735819952  0.0058640046
## international_reputation.3      0.0478606987  0.1004137501  0.0506676344
## international_reputation.4      0.0170958716  0.0860137526 -0.0214326263
## international_reputation.5     -0.1459823183 -0.1967312097 -0.0396751765
## work_rate.High.High             0.0217614026 -0.1335839618 -0.0034401362
## work_rate.High.Low              0.1680259914 -0.0053691832  0.1045041785
## work_rate.High.Medium           0.0111072323 -0.0551906263  0.0182788960
## work_rate.Low.High              0.2260587484 -0.0456892745 -0.1321118056
## work_rate.Low.Low               0.0032177627  0.0739670725  0.1813231741
## work_rate.Low.Medium            0.1271389047  0.0974211996  0.0395002957
## work_rate.Medium.High          -0.1192877712  0.0042257231  0.0528373372
## work_rate.Medium.Low           -0.1900872782  0.1877836618 -0.0974932908
## work_rate.Medium.Medium        -0.0515307070  0.0074247865 -0.0387184698
## body_type.Lean..170..           0.0356435944  0.0355227196 -0.3871519275
## body_type.Lean..170.185.        0.1429217608 -0.0489372553 -0.0363755990
## body_type.Lean..185..          -0.1864597828  0.0032227414 -0.0773223724
## body_type.Normal..170..        -0.1954643905 -0.1056045240  0.4491652776
## body_type.Normal..170.185.      0.0796428147 -0.0119430542  0.0094364628
## body_type.Normal..185..        -0.0091320031 -0.0538603851  0.0028959204
## body_type.Stocky..170..         0.0897952496  0.3213439504 -0.0465779338
## body_type.Stocky..170.185.     -0.2233745698  0.1021545571 -0.0669964376
## body_type.Stocky..185..         0.1682278414  0.1325819543  0.1720448012
## body_type.Unique                0.0114295354  0.0247808743  0.0221054017
## real_face.No                    0.0591096381  0.0558519267  0.0597412520
## real_face.Yes                  -0.0591096381 -0.0558519267 -0.0597412520
## pace                           -0.0351217259  0.0162798462 -0.0012290492
## shooting                        0.0156488737 -0.0185549656  0.0015646468
## passing                        -0.0192271035  0.0138649266  0.0030136035
## dribbling                      -0.0057995410  0.0104562502  0.0078291168
## defending                      -0.0030282026  0.0069188813  0.0040238459
## physic                         -0.0144609213 -0.0052464843 -0.0047953620
## attacking_crossing             -0.0621717838  0.0118983978  0.0057540777
## attacking_finishing             0.0198996677 -0.0252903200  0.0017294002
## attacking_heading_accuracy      0.0072946833  0.0042505491 -0.0085914651
## attacking_short_passing         0.0035956481  0.0223630655  0.0119206628
## attacking_volleys               0.0152396218  0.0026367279 -0.0139386486
## skill_dribbling                -0.0195589792  0.0031923964  0.0194391302
## skill_curve                    -0.0229094791  0.0093662720 -0.0104950743
## skill_fk_accuracy              -0.0061731602 -0.0028506871 -0.0301827943
## skill_long_passing             -0.0076052016  0.0167309471 -0.0003536358
## skill_ball_control             -0.0039524890  0.0156797058  0.0126841260
## movement_acceleration          -0.0237697350  0.0158329430 -0.0071372837
## movement_sprint_speed          -0.0423232182  0.0149192089  0.0044429492
## movement_agility                0.0170510613  0.0091154361 -0.0350946218
## movement_reactions              0.0274017353  0.0135791870 -0.0148528992
## movement_balance                0.0414947268  0.0162459542 -0.0138304844
## power_shot_power                0.0117330417 -0.0019705660  0.0138067999
## power_jumping                   0.0424487888 -0.0065890798 -0.0654347199
## power_stamina                   0.0300883580 -0.0646890226 -0.0389989195
## power_strength                 -0.0359853578  0.0221066283  0.0079084110
## power_long_shots                0.0095095574 -0.0137666292 -0.0050663333
## mentality_aggression           -0.0083467372 -0.0012324029  0.0181426457
## mentality_interceptions        -0.0025614767  0.0063940947 -0.0027675934
## mentality_positioning          -0.0114002022 -0.0221092412  0.0107034566
## mentality_vision               -0.0017467932 -0.0007342091  0.0016258704
## mentality_penalties             0.0182734562 -0.0166534513 -0.0138583058
## mentality_composure             0.0069936626  0.0251791850 -0.0123506453
## defending_marking_awareness    -0.0008714177  0.0043497716  0.0002136016
## defending_standing_tackle      -0.0059097329  0.0068521531  0.0103558839
## defending_sliding_tackle       -0.0069361725  0.0126765726  0.0158268593
## goalkeeping_diving              0.0722362701  0.1022300936  0.1197935192
## goalkeeping_handling           -0.0819633754  0.1483384628  0.0466757625
## goalkeeping_kicking            -0.0240243911 -0.0902075792 -0.0110211906
## goalkeeping_positioning         0.0032193878  0.0417060176  0.0911697289
## goalkeeping_reflexes            0.0935747795 -0.0525500785  0.0651352565
##                                         PC34          PC35          PC36
## potential                       0.0124963822 -0.0084778690 -0.0038940955
## value_eur                      -0.0022049072 -0.0368812500  0.0301842431
## wage_eur                        0.0207132300 -0.0262072603  0.0146093257
## age                            -0.0002094571  0.0154636156 -0.0087089290
## height_cm                      -0.0018044201  0.0223528438 -0.0104342280
## weight_kg                      -0.0111986408 -0.0052371031 -0.0076497480
## league_level.1                  0.0486955358 -0.0161622088 -0.0116830767
## league_level.2                 -0.0603340094  0.0246409334 -0.0077072922
## league_level.3                 -0.0295674302 -0.0257122335  0.0444122086
## league_level.4                  0.0403011272  0.0217028315 -0.0427137667
## league_level.5                  0.0018046339  0.0204408201  0.1105213359
## club_position.CAM               0.0189694589 -0.2483094737 -0.0794891309
## club_position.CB                0.0526931033  0.0018798743 -0.0513331666
## club_position.CDM              -0.0631835027 -0.1086667371  0.2995474205
## club_position.CF               -0.0885502564  0.2592616023 -0.0638011806
## club_position.CM                0.1220875571  0.1128052993  0.2046630856
## club_position.LAM              -0.0304624860 -0.0115656361 -0.0229224041
## club_position.LB               -0.0334412711 -0.1449667021 -0.1619550370
## club_position.LCB              -0.0360649183  0.1035657169  0.1600300633
## club_position.LCM              -0.0739563302  0.2577201605 -0.0469436870
## club_position.LDM              -0.0484806190  0.1152216296 -0.0992185188
## club_position.LF               -0.1879885353 -0.0122890902  0.0372107075
## club_position.LM                0.1133799383  0.2634739097  0.1834099127
## club_position.LS               -0.2707727577 -0.1970284590  0.1503081876
## club_position.LW                0.3263954773  0.0125711034 -0.0073815014
## club_position.LWB               0.1115455617  0.1058000218  0.0988618841
## club_position.RAM               0.1250050511 -0.1466477977 -0.0153013191
## club_position.RB               -0.1110940275  0.1292521815 -0.0440535183
## club_position.RCB               0.1115575629 -0.0983330602 -0.2008039047
## club_position.RCM              -0.2045881579 -0.1364065252 -0.2095642906
## club_position.RDM               0.2239276053 -0.0496638913  0.0895703777
## club_position.RES               0.0219415088 -0.0493102242  0.0291847342
## club_position.RF                0.1166608454 -0.1154398067 -0.0403374880
## club_position.RM               -0.0300098972 -0.0757312576  0.2022955868
## club_position.RS                0.1510117808 -0.1422113448 -0.2119770103
## club_position.RW               -0.1546503959  0.0161646551 -0.2332802557
## club_position.RWB              -0.0517435523  0.0232611756  0.0852411464
## club_position.ST                0.0080223789  0.2092909767 -0.0080200659
## club_position.SUB              -0.0099118728 -0.0117430315  0.0218538499
## club_contract_valid_until.2021 -0.0823680021  0.0176156990  0.0350748923
## club_contract_valid_until.2022  0.0385414643 -0.0067805944 -0.0317806188
## club_contract_valid_until.2023  0.0527468486 -0.0374615117 -0.0223761651
## club_contract_valid_until.2024 -0.0028119181 -0.0282356438  0.0566373753
## club_contract_valid_until.2025 -0.0844159604 -0.0057025447 -0.0692307970
## club_contract_valid_until.2026  0.0943590808  0.2244725766  0.0430155130
## club_contract_valid_until.2027 -0.0617103876 -0.2113880014  0.1828070037
## club_contract_valid_until.2028 -0.3230073530 -0.2209826009  0.1290593992
## club_contract_valid_until.2031 -0.2112967560 -0.0990300640 -0.2566037962
## preferred_foot.Left            -0.0102072382 -0.0036329882  0.0039968295
## preferred_foot.Right            0.0102072382  0.0036329882 -0.0039968295
## weak_foot.1                    -0.0660680872 -0.0293600098 -0.0859126425
## weak_foot.2                     0.0123007477  0.0358644832  0.0077147356
## weak_foot.3                    -0.0021450411 -0.0055202386 -0.0177873492
## weak_foot.4                    -0.0425769648 -0.0046410573 -0.0115339267
## weak_foot.5                     0.1177110015 -0.0649660874  0.1092147205
## skill_moves.2                  -0.0381885087  0.0634166205  0.0052668181
## skill_moves.3                   0.0292333167 -0.0690870118  0.0262273493
## skill_moves.4                   0.0652961416 -0.0191963639 -0.0729253476
## skill_moves.5                  -0.2018029808  0.1159727108  0.0543853444
## international_reputation.1      0.0713089195 -0.0354536373 -0.0330396706
## international_reputation.2     -0.0314986581  0.0262423252  0.0260057019
## international_reputation.3     -0.1810887449  0.0766601796  0.0176925270
## international_reputation.4      0.2419347893 -0.1205060357 -0.0044007761
## international_reputation.5     -0.1522376518  0.0356467943  0.0409172477
## work_rate.High.High            -0.1010453211  0.0120234815  0.1614758150
## work_rate.High.Low              0.0906140721  0.0780353696 -0.1035026262
## work_rate.High.Medium           0.0196621341 -0.0353935064  0.0117503555
## work_rate.Low.High             -0.0208619096 -0.1107879416  0.2268075092
## work_rate.Low.Low               0.0308018351  0.0175421753 -0.3185293004
## work_rate.Low.Medium            0.1055677956 -0.0182401184 -0.0460371699
## work_rate.Medium.High           0.0204703584  0.0870862499 -0.0899192790
## work_rate.Medium.Low           -0.1599742240 -0.0319128450  0.0361126475
## work_rate.Medium.Medium         0.0185934861 -0.0112970138 -0.0296554370
## body_type.Lean..170..          -0.1231808392  0.1394212367 -0.0336889252
## body_type.Lean..170.185.        0.0626404540 -0.0310076836  0.0335535432
## body_type.Lean..185..          -0.0244697226  0.0345222241 -0.0606079678
## body_type.Normal..170..        -0.0122403479 -0.0852161606 -0.0377282326
## body_type.Normal..170.185.      0.0440497572 -0.0163724643  0.0142904647
## body_type.Normal..185..        -0.0583002589  0.0627602611  0.0295002115
## body_type.Stocky..170..        -0.0424993015  0.2577587685  0.0208463424
## body_type.Stocky..170.185.      0.0606041323 -0.2708261098  0.0175094700
## body_type.Stocky..185..        -0.0341992054  0.0958358688 -0.0708451745
## body_type.Unique                0.0118644125 -0.0386381163  0.0259958964
## real_face.No                   -0.0569326885  0.0141167584  0.0482131825
## real_face.Yes                   0.0569326885 -0.0141167584 -0.0482131825
## pace                            0.0017993787  0.0230319036 -0.0257538155
## shooting                       -0.0006288057  0.0097621001  0.0130779303
## passing                         0.0010765029  0.0048473372 -0.0091893142
## dribbling                      -0.0077987319  0.0157705614 -0.0122168047
## defending                      -0.0022591446 -0.0003664272 -0.0041707883
## physic                         -0.0062919395 -0.0085625973  0.0045788793
## attacking_crossing             -0.0062139372  0.0096753597 -0.0087234262
## attacking_finishing            -0.0034407922  0.0115509651  0.0104605865
## attacking_heading_accuracy      0.0266119456 -0.0066722199 -0.0254885667
## attacking_short_passing         0.0097192984  0.0037774735 -0.0154307695
## attacking_volleys               0.0004042206  0.0034911838  0.0051814728
## skill_dribbling                -0.0166182909  0.0217877042 -0.0103427954
## skill_curve                    -0.0036938845 -0.0018567041 -0.0056853544
## skill_fk_accuracy               0.0148758303 -0.0203846395  0.0014081234
## skill_long_passing              0.0092619147  0.0001465645 -0.0056797818
## skill_ball_control              0.0001410329  0.0163919130 -0.0171010877
## movement_acceleration           0.0004079043  0.0133880295 -0.0213914403
## movement_sprint_speed           0.0034096700  0.0298075542 -0.0278667725
## movement_agility                0.0010983127  0.0050220421 -0.0034189739
## movement_reactions              0.0098388381 -0.0001967517 -0.0160262267
## movement_balance                0.0050779670 -0.0301068478  0.0078459907
## power_shot_power                0.0067568141  0.0090448370  0.0148789233
## power_jumping                   0.0536935195 -0.0562358353  0.0016811311
## power_stamina                  -0.0290519513  0.0193084219  0.0248978913
## power_strength                  0.0086167451 -0.0152732556 -0.0050307847
## power_long_shots                0.0020709514  0.0032682269  0.0163787799
## mentality_aggression           -0.0229879442 -0.0031482021  0.0019543998
## mentality_interceptions        -0.0067267850 -0.0008975636 -0.0095648117
## mentality_positioning          -0.0267902038  0.0185135313  0.0054381316
## mentality_vision               -0.0105131487  0.0104483306 -0.0014373643
## mentality_penalties             0.0164479667  0.0031002109  0.0122324101
## mentality_composure             0.0109037735  0.0020782115 -0.0095091573
## defending_marking_awareness    -0.0010605186 -0.0020399354  0.0006076257
## defending_standing_tackle      -0.0062922365  0.0021182797 -0.0007669359
## defending_sliding_tackle       -0.0016743092  0.0017453917 -0.0011085384
## goalkeeping_diving             -0.0562405390  0.0567900984  0.0143887443
## goalkeeping_handling            0.1157322259  0.0746023616 -0.0822193312
## goalkeeping_kicking            -0.0551870649 -0.1082337991 -0.0593170402
## goalkeeping_positioning         0.1448425019 -0.0567998917  0.2278638136
## goalkeeping_reflexes           -0.0009713033  0.0039400262 -0.0994920968
##                                         PC37          PC38          PC39
## potential                      -0.0231701239 -0.0547984354 -4.624925e-03
## value_eur                       0.0274444465  0.0789947242 -1.047999e-02
## wage_eur                        0.0059215945  0.0327123303  3.067109e-03
## age                             0.0225776982  0.0529960159  1.121337e-02
## height_cm                       0.0100438477  0.0079275653 -1.912660e-02
## weight_kg                      -0.0314034234  0.0127197776 -4.205106e-03
## league_level.1                 -0.0114876290 -0.0992186518  1.808143e-02
## league_level.2                 -0.0057198167  0.1175368066  2.494889e-02
## league_level.3                 -0.0484835360 -0.1047656386 -4.818729e-02
## league_level.4                  0.1606454035  0.1722924713 -3.015331e-02
## league_level.5                 -0.2463148957 -0.0809921034  1.924362e-02
## club_position.CAM              -0.1191467716 -0.1141597704 -3.724685e-03
## club_position.CB               -0.0373986265  0.1366203849  2.926930e-01
## club_position.CDM               0.0787232732 -0.1213228927  2.850821e-02
## club_position.CF               -0.2634529573 -0.1516824198 -8.530054e-02
## club_position.CM               -0.1829724164 -0.0901967652  3.620398e-02
## club_position.LAM               0.0677461644  0.1092783572  1.374928e-01
## club_position.LB                0.0603516422 -0.0126113608 -5.095301e-02
## club_position.LCB              -0.0667516303 -0.0099384214  6.120268e-02
## club_position.LCM               0.0597719130  0.0425149176 -1.494560e-01
## club_position.LDM              -0.2720100026  0.2953468772 -2.886734e-02
## club_position.LF               -0.0273352037 -0.0255354565 -1.092429e-01
## club_position.LM                0.3496961806  0.0823551245  2.162590e-01
## club_position.LS               -0.0700312030  0.0662183381  1.212991e-01
## club_position.LW                0.1333322765  0.0739304537  9.140718e-03
## club_position.LWB              -0.0371405640 -0.0877597055  3.417382e-02
## club_position.RAM              -0.0837067676  0.0697671673  9.157656e-02
## club_position.RB                0.0957504317 -0.0283786251  1.758599e-01
## club_position.RCB               0.1253819409  0.0374676713 -2.857431e-01
## club_position.RCM               0.1458999496 -0.1030549952  1.196132e-01
## club_position.RDM               0.1292370383  0.1016178545 -7.057562e-02
## club_position.RES              -0.1222389523 -0.1368721446  7.467099e-02
## club_position.RF                0.0617293047 -0.1556354684 -1.916797e-01
## club_position.RM               -0.1035378448  0.3791541523 -4.085393e-01
## club_position.RS               -0.0065074654 -0.1030323216 -1.357865e-01
## club_position.RW               -0.1885713100 -0.0304541580  1.683247e-01
## club_position.RWB              -0.1911626619 -0.0255513521 -1.516425e-01
## club_position.ST                0.1228389660  0.0344030496  1.907360e-02
## club_position.SUB              -0.0161491141 -0.0540885190  7.845299e-03
## club_contract_valid_until.2021  0.0045834126  0.1718878527 -4.623186e-04
## club_contract_valid_until.2022  0.0298388042 -0.0699186257  2.669165e-03
## club_contract_valid_until.2023 -0.0029322775 -0.1352645961  3.803665e-02
## club_contract_valid_until.2024 -0.0403456843  0.0324087480  1.543441e-02
## club_contract_valid_until.2025  0.1083447816  0.0492401094 -1.682168e-01
## club_contract_valid_until.2026 -0.2243594793  0.0483369969  1.246785e-01
## club_contract_valid_until.2027  0.1744838799  0.1629252614  5.340016e-02
## club_contract_valid_until.2028 -0.0185700680  0.0663610735  4.761732e-02
## club_contract_valid_until.2031  0.1808064353 -0.0892046427  1.001755e-01
## preferred_foot.Left            -0.0053866006  0.0156921386 -5.943090e-03
## preferred_foot.Right            0.0053866006 -0.0156921386  5.943090e-03
## weak_foot.1                     0.1412236289 -0.1256059687  7.265167e-03
## weak_foot.2                     0.0506253444  0.0062596636 -6.318470e-02
## weak_foot.3                    -0.0026114262  0.0327172153 -1.654885e-02
## weak_foot.4                    -0.0610823774  0.0040192511  2.493011e-02
## weak_foot.5                    -0.0232988337 -0.1073534499  1.825134e-01
## skill_moves.2                   0.0548350913 -0.0875694346 -3.612758e-02
## skill_moves.3                  -0.0510494172  0.0955044330  2.083431e-02
## skill_moves.4                   0.0047431575  0.0025556728  4.064364e-02
## skill_moves.5                  -0.0662472985 -0.0559437048 -4.098819e-02
## international_reputation.1     -0.0237947490 -0.1200552136  3.686709e-02
## international_reputation.2      0.0466637426  0.1406623777 -7.687542e-02
## international_reputation.3     -0.0273887553 -0.0322224373  8.447405e-02
## international_reputation.4     -0.0569001884  0.1058849718 -2.138565e-02
## international_reputation.5      0.1090303090 -0.1421000982 -6.188650e-02
## work_rate.High.High             0.0247534690  0.0261002866 -6.529278e-02
## work_rate.High.Low             -0.1154820893  0.0236273188 -1.007095e-03
## work_rate.High.Medium           0.0110100873 -0.1480245472 -9.177271e-03
## work_rate.Low.High              0.0069665532 -0.1462721959 -1.948950e-01
## work_rate.Low.Low              -0.0085971087  0.0895416787 -1.133685e-02
## work_rate.Low.Medium           -0.0398121756  0.1363794669  2.462753e-01
## work_rate.Medium.High          -0.0146441718  0.0490701920 -7.611478e-03
## work_rate.Medium.Low            0.0992411938  0.0703822890  1.373352e-02
## work_rate.Medium.Medium         0.0069183719  0.0317711081  2.331029e-02
## body_type.Lean..170..           0.1216251654  0.1692329885  7.309116e-02
## body_type.Lean..170.185.       -0.0398878649 -0.0506717808  1.321952e-02
## body_type.Lean..185..           0.0767840543  0.0392695384 -4.625969e-02
## body_type.Normal..170..        -0.0111476368 -0.0575420755 -5.094588e-02
## body_type.Normal..170.185.     -0.0144075224  0.0041417910  1.780453e-02
## body_type.Normal..185..         0.0673987467 -0.0550843325 -7.597960e-02
## body_type.Stocky..170..         0.0977868140 -0.2273971749 -1.623410e-01
## body_type.Stocky..170.185.     -0.2193487373  0.0669783776  1.178102e-01
## body_type.Stocky..185..        -0.0978020176  0.0927478161  1.380459e-01
## body_type.Unique                0.0165678843  0.0693702890 -1.908216e-04
## real_face.No                    0.0218821245  0.1145539828 -2.857546e-02
## real_face.Yes                  -0.0218821245 -0.1145539828  2.857546e-02
## pace                            0.0015382176  0.0164695789 -6.826986e-03
## shooting                        0.0127659183 -0.0170999674 -6.290341e-03
## passing                         0.0076096852 -0.0024400715 -6.489239e-03
## dribbling                       0.0036590177 -0.0114187401 -7.816809e-03
## defending                      -0.0027036184 -0.0020882346  1.109406e-02
## physic                         -0.0201769146 -0.0015624374  1.252030e-03
## attacking_crossing              0.0053953644  0.0059170432  1.715195e-02
## attacking_finishing             0.0180014257 -0.0118718778 -1.380049e-02
## attacking_heading_accuracy      0.0185738627 -0.0488613876  1.970964e-02
## attacking_short_passing         0.0096675998 -0.0067309712 -1.903348e-02
## attacking_volleys               0.0047532054 -0.0168763404 -4.035784e-04
## skill_dribbling                 0.0048441071 -0.0110296370 -1.018231e-02
## skill_curve                    -0.0015247788 -0.0140718380  2.594996e-02
## skill_fk_accuracy              -0.0084638506  0.0005569917  1.622404e-02
## skill_long_passing              0.0005733986 -0.0026381545 -1.469813e-02
## skill_ball_control              0.0058496647 -0.0115982402 -8.497926e-03
## movement_acceleration          -0.0044344742  0.0109960216 -5.005075e-03
## movement_sprint_speed           0.0058308682  0.0198768347 -7.660582e-03
## movement_agility               -0.0037475167 -0.0038761866 -5.304240e-03
## movement_reactions              0.0103852401  0.0094222895  3.289371e-05
## movement_balance               -0.0228222881 -0.0221456191  1.431125e-02
## power_shot_power               -0.0008064045 -0.0252745751  3.638840e-04
## power_jumping                  -0.0055899585 -0.0609423395  6.806722e-02
## power_stamina                   0.0293910488  0.0231659814 -3.402641e-02
## power_strength                 -0.0322472794  0.0079477971  3.045950e-03
## power_long_shots                0.0107068871 -0.0134578159  6.794049e-03
## mentality_aggression           -0.0259051640 -0.0338325910  1.742486e-02
## mentality_interceptions        -0.0060294002  0.0027064426  1.118522e-02
## mentality_positioning           0.0206740930 -0.0231164192 -9.574465e-03
## mentality_vision                0.0135116665 -0.0007426566 -2.091204e-02
## mentality_penalties            -0.0044205837 -0.0240084778 -3.143731e-03
## mentality_composure             0.0050710997 -0.0018597166  6.769935e-03
## defending_marking_awareness    -0.0003790165  0.0085427237  9.575811e-03
## defending_standing_tackle      -0.0048732523 -0.0046788077  7.786803e-03
## defending_sliding_tackle       -0.0061060368 -0.0025141355  1.315340e-02
## goalkeeping_diving             -0.1050049639 -0.1062758214 -4.263897e-02
## goalkeeping_handling            0.0172908164  0.0103565751 -9.268243e-02
## goalkeeping_kicking             0.0249349619  0.0365008546 -8.492406e-03
## goalkeeping_positioning         0.1351497102 -0.1669772369  1.239164e-01
## goalkeeping_reflexes           -0.1346080447 -0.0149141884 -1.296594e-01
##                                         PC40          PC41          PC42
## potential                       0.0336207220  0.0117917163  0.0061690719
## value_eur                      -0.0082657450 -0.0010070315  0.0262069271
## wage_eur                       -0.0035205383 -0.0044948428  0.0002347986
## age                            -0.0473039752 -0.0221436008 -0.0116677871
## height_cm                      -0.0207042441  0.0002899516 -0.0135308229
## weight_kg                       0.0027754725  0.0088857298  0.0370827886
## league_level.1                  0.0240803431  0.0621232780 -0.0430129667
## league_level.2                 -0.0372578315 -0.0217396605 -0.0093695336
## league_level.3                 -0.0019032422  0.0113003183  0.1262264222
## league_level.4                  0.0408543027 -0.1043894637 -0.1032165986
## league_level.5                 -0.1057866651 -0.0816105932  0.2297457763
## club_position.CAM              -0.2823595324 -0.0475922675 -0.0565030064
## club_position.CB                0.0404955714 -0.2758847730 -0.1008860457
## club_position.CDM              -0.1821355388 -0.0458045975 -0.1357225245
## club_position.CF                0.0669709597  0.0030966982 -0.1593482013
## club_position.CM               -0.1566651470  0.0306378289  0.2017461762
## club_position.LAM               0.0170000383 -0.1079462709 -0.0992031594
## club_position.LB               -0.1303519091 -0.0677209909 -0.1160038832
## club_position.LCB              -0.0690963047  0.0644972334  0.0081458731
## club_position.LCM               0.0351866110 -0.2452543981  0.2117892060
## club_position.LDM               0.0788358942  0.0459293312  0.0392455086
## club_position.LF               -0.0729813774 -0.1386884146 -0.0735124902
## club_position.LM                0.1119482077  0.1086547202  0.0343137637
## club_position.LS                0.0886911803 -0.0148249511  0.0614899499
## club_position.LW               -0.1488688426 -0.1817890804  0.1362514444
## club_position.LWB               0.2395696004  0.0270055802  0.0091360843
## club_position.RAM               0.2005377744 -0.3111461927  0.1755093269
## club_position.RB               -0.0691033242 -0.0548612260  0.1078637695
## club_position.RCB               0.0676675707  0.0450600732  0.0367569233
## club_position.RCM               0.0442049205 -0.0532335841  0.0003136865
## club_position.RDM               0.1243824725  0.2811091814 -0.1648994038
## club_position.RES               0.0554078227  0.0796995514  0.0062945282
## club_position.RF                0.2088034893 -0.1199922252  0.0986266512
## club_position.RM                0.0684183933  0.0965734937 -0.0004843725
## club_position.RS               -0.0074043893  0.1747125258  0.2745710450
## club_position.RW                0.1696996115  0.1215090033 -0.2013667294
## club_position.RWB              -0.2795247284 -0.0265534037 -0.1936293778
## club_position.ST               -0.1359971500 -0.1232384216 -0.1967544426
## club_position.SUB               0.0233043234  0.0432182073 -0.0037393812
## club_contract_valid_until.2021 -0.0421025239 -0.0528432947  0.0520356603
## club_contract_valid_until.2022 -0.0282685937  0.1170760442 -0.0339212581
## club_contract_valid_until.2023  0.0320161183  0.0651111466 -0.0307109508
## club_contract_valid_until.2024  0.0646751696 -0.0943001253 -0.0411494555
## club_contract_valid_until.2025 -0.0453583334 -0.1660882870 -0.0109696529
## club_contract_valid_until.2026  0.0054975272  0.0419018496  0.1682163677
## club_contract_valid_until.2027 -0.0348919308  0.2028659307  0.1338098898
## club_contract_valid_until.2028  0.1175073724  0.1902180038  0.1741695818
## club_contract_valid_until.2031 -0.0117991056 -0.0861519788  0.0270968004
## preferred_foot.Left             0.0265691587 -0.0137391208  0.0071896896
## preferred_foot.Right           -0.0265691587  0.0137391208 -0.0071896896
## weak_foot.1                    -0.3765887058  0.1653427578  0.3468457277
## weak_foot.2                    -0.0922544261 -0.0295380291 -0.0092373037
## weak_foot.3                     0.0227322089 -0.0077183223  0.0139487438
## weak_foot.4                     0.1428115903 -0.0564599699  0.0010300666
## weak_foot.5                    -0.0712859702  0.2201750606 -0.1581594709
## skill_moves.2                  -0.0139755413  0.0497578424 -0.0053364457
## skill_moves.3                   0.0147668338 -0.0601984247 -0.0155785601
## skill_moves.4                  -0.0250545052  0.0276067340  0.0317758668
## skill_moves.5                   0.1067637690 -0.0459292906  0.0374012870
## international_reputation.1      0.0431176548  0.0665953669 -0.0045127231
## international_reputation.2     -0.0213351401 -0.0729043669  0.0635782808
## international_reputation.3     -0.0381926511 -0.0033169714 -0.1193146535
## international_reputation.4     -0.0946940413  0.0177264820 -0.0515993342
## international_reputation.5      0.1853323730 -0.0703236775  0.2135743683
## work_rate.High.High             0.0636616544  0.1000436849  0.0493705711
## work_rate.High.Low             -0.1377542885 -0.0555852917  0.0054352963
## work_rate.High.Medium           0.1111187705  0.0011865677 -0.0567445622
## work_rate.Low.High              0.1163237852 -0.1478785567 -0.0807401146
## work_rate.Low.Low               0.1295270545  0.1948265078  0.0308243060
## work_rate.Low.Medium            0.0443714001  0.0488762431  0.1596620536
## work_rate.Medium.High          -0.0970609910 -0.0193338826 -0.0323815248
## work_rate.Medium.Low           -0.1346305118 -0.0558697496  0.0775952903
## work_rate.Medium.Medium        -0.0123989385  0.0207421252 -0.0213474133
## body_type.Lean..170..          -0.1374378005  0.2121548287 -0.0358215119
## body_type.Lean..170.185.       -0.0087470168 -0.0449674759 -0.0071769129
## body_type.Lean..185..          -0.0888073469 -0.0321245884 -0.0259278689
## body_type.Normal..170..         0.0367097698 -0.0808047132  0.0115140442
## body_type.Normal..170.185.      0.0336340334 -0.0488238786 -0.0110104456
## body_type.Normal..185..         0.0216470366  0.0711542767 -0.0633392259
## body_type.Stocky..170..         0.1498897362  0.0765738229  0.1065489686
## body_type.Stocky..170.185.      0.0585909545 -0.0442289534  0.0368570372
## body_type.Stocky..185..        -0.0001619814  0.0644313618  0.2167121195
## body_type.Unique               -0.0143022262 -0.0079992098  0.0218179645
## real_face.No                   -0.0328428445 -0.0194345231  0.0071226710
## real_face.Yes                   0.0328428445  0.0194345231 -0.0071226710
## pace                           -0.0231972358  0.0333294980  0.0061852822
## shooting                        0.0112719976  0.0161396332 -0.0108754783
## passing                        -0.0101247996  0.0121788019  0.0072337850
## dribbling                      -0.0155875814 -0.0018353262 -0.0005283962
## defending                      -0.0032337411  0.0104463743 -0.0020876550
## physic                          0.0081239787  0.0032992683  0.0110286731
## attacking_crossing             -0.0343952987  0.0175213899  0.0015663508
## attacking_finishing             0.0085846664  0.0069617834 -0.0142834992
## attacking_heading_accuracy      0.0024048687  0.0062902919 -0.0410567305
## attacking_short_passing        -0.0046572019  0.0072786781  0.0081660976
## attacking_volleys               0.0071287674  0.0121054768 -0.0121198603
## skill_dribbling                -0.0218890898  0.0041567762 -0.0027042068
## skill_curve                    -0.0014099900 -0.0006024470  0.0052217280
## skill_fk_accuracy               0.0079639832 -0.0025729567  0.0128256539
## skill_long_passing              0.0084294346  0.0259494101  0.0130910481
## skill_ball_control             -0.0087727197 -0.0018196214 -0.0009704769
## movement_acceleration          -0.0159150256  0.0235565407  0.0064804507
## movement_sprint_speed          -0.0274252725  0.0389962736  0.0056536869
## movement_agility               -0.0139791236 -0.0078246506  0.0040135435
## movement_reactions             -0.0075080205 -0.0195280601 -0.0064652489
## movement_balance                0.0219122033 -0.0256641496  0.0188919868
## power_shot_power                0.0277800139  0.0432243339 -0.0040320695
## power_jumping                   0.0001985311 -0.0371741268 -0.0108027486
## power_stamina                  -0.0142733694 -0.0229101600 -0.0090618885
## power_strength                  0.0085419120  0.0045566247  0.0160449794
## power_long_shots                0.0122511508  0.0151509101 -0.0040060230
## mentality_aggression            0.0244397902  0.0326822779  0.0135587186
## mentality_interceptions        -0.0052942762  0.0011289767 -0.0012395881
## mentality_positioning          -0.0310619593  0.0024217020 -0.0112456290
## mentality_vision               -0.0054146453  0.0036772830  0.0013038969
## mentality_penalties             0.0057783221  0.0055231172 -0.0153154250
## mentality_composure            -0.0001559740 -0.0068556248 -0.0000664342
## defending_marking_awareness    -0.0060173152  0.0128663965 -0.0040201801
## defending_standing_tackle      -0.0004575288  0.0115913150  0.0062307554
## defending_sliding_tackle       -0.0025071418  0.0140993676  0.0023375028
## goalkeeping_diving             -0.0953760206  0.1241860389 -0.0288097972
## goalkeeping_handling            0.0418825222  0.0848141788 -0.0758711925
## goalkeeping_kicking             0.0635304892  0.1359937247 -0.1297898078
## goalkeeping_positioning         0.0347732503 -0.1271746009  0.0020506395
## goalkeeping_reflexes           -0.1378530041  0.0102556189  0.0856697375
##                                         PC43          PC44          PC45
## potential                       0.0099115011  7.212917e-03  1.979050e-02
## value_eur                       0.0006265487  3.783443e-02 -4.003005e-02
## wage_eur                       -0.0032838468  4.708144e-03 -2.380633e-02
## age                            -0.0166765275 -2.433925e-02 -2.211737e-02
## height_cm                      -0.0197459217  7.720489e-04 -1.779135e-02
## weight_kg                      -0.0130498851  2.347862e-02  1.886020e-02
## league_level.1                 -0.0281953497 -3.537462e-02  5.204811e-02
## league_level.2                  0.0402576162  5.373568e-02 -6.492496e-02
## league_level.3                  0.0156546422 -3.357751e-02 -1.480297e-02
## league_level.4                 -0.0067437232  2.076371e-03  7.932128e-02
## league_level.5                 -0.1120193877  1.099250e-01 -2.583548e-01
## club_position.CAM               0.1004676501  3.001929e-01  5.708685e-02
## club_position.CB               -0.0635078196 -5.733823e-02  3.149436e-02
## club_position.CDM              -0.1761544990 -3.089899e-01 -1.571346e-02
## club_position.CF                0.1531570027  8.219157e-02  5.456219e-02
## club_position.CM               -0.1737607594 -9.525475e-02 -3.845563e-01
## club_position.LAM               0.1013336727 -1.772534e-01 -3.911440e-02
## club_position.LB                0.0539917341  3.311650e-02 -1.606167e-01
## club_position.LCB              -0.0644033260 -1.221793e-01  5.764168e-02
## club_position.LCM               0.2304990825  7.020324e-02 -1.664225e-01
## club_position.LDM              -0.2050225673  1.129373e-01  4.303716e-01
## club_position.LF               -0.2197082667  9.749225e-02  1.583493e-01
## club_position.LM               -0.2669489869  4.197615e-01 -3.791999e-02
## club_position.LS                0.0445915518  8.008398e-02 -3.654038e-02
## club_position.LW                0.0180964041 -8.028847e-02  2.260341e-01
## club_position.LWB               0.1390722361 -5.322348e-02  2.054557e-01
## club_position.RAM               0.0253511588 -2.426187e-02 -1.024639e-01
## club_position.RB               -0.1661778558 -2.247486e-01  7.015471e-02
## club_position.RCB               0.0754871399  1.652524e-01 -1.061280e-01
## club_position.RCM               0.1171990102 -3.857022e-02 -8.942889e-04
## club_position.RDM               0.0884804290  2.060890e-01 -3.753305e-02
## club_position.RES               0.0866880626  1.624088e-02  2.943862e-02
## club_position.RF               -0.3532411578 -1.127791e-01 -1.275413e-01
## club_position.RM                0.1874728906 -3.907044e-01  3.538600e-02
## club_position.RS               -0.1429795695 -4.125530e-02  1.346009e-01
## club_position.RW               -0.1090685916 -8.179316e-02 -3.151150e-01
## club_position.RWB              -0.1620695761  2.115714e-01  7.943900e-02
## club_position.ST                0.0875204589 -1.128706e-01 -4.633040e-02
## club_position.SUB               0.0071754960  1.624837e-03  8.586442e-04
## club_contract_valid_until.2021  0.0711889562  7.818731e-02 -9.750213e-02
## club_contract_valid_until.2022 -0.0375500840 -4.148778e-02  4.997631e-02
## club_contract_valid_until.2023 -0.0367182630 -7.327522e-02  6.993736e-02
## club_contract_valid_until.2024 -0.0275175343 -1.774625e-02  2.132833e-02
## club_contract_valid_until.2025  0.0138798422  1.573546e-01 -1.241633e-01
## club_contract_valid_until.2026  0.1155220038 -7.197383e-02  1.631248e-02
## club_contract_valid_until.2027  0.0350787017  8.127138e-02 -6.373128e-02
## club_contract_valid_until.2028 -0.1156388117  5.965404e-03  5.155594e-02
## club_contract_valid_until.2031  0.0001694981 -3.123003e-02  1.332330e-01
## preferred_foot.Left             0.0178961930  1.741329e-02 -1.682649e-02
## preferred_foot.Right           -0.0178961930 -1.741329e-02  1.682649e-02
## weak_foot.1                     0.2741089969 -5.847234e-02  7.153172e-02
## weak_foot.2                    -0.2028621902 -7.383439e-02  1.150869e-01
## weak_foot.3                    -0.0258791868  1.628480e-02 -1.355253e-02
## weak_foot.4                     0.1716930166  5.379199e-02 -1.086076e-01
## weak_foot.5                     0.1245098100  3.266819e-02 -1.708527e-02
## skill_moves.2                  -0.0158146719 -4.269576e-02  5.068846e-02
## skill_moves.3                   0.0099569081  5.651685e-02 -3.772149e-02
## skill_moves.4                  -0.0016423475 -3.672657e-02 -5.022912e-02
## skill_moves.5                   0.0602956441  5.581546e-02  9.892625e-02
## international_reputation.1     -0.0014129962 -2.518848e-02  2.859824e-02
## international_reputation.2      0.0008842585  1.368508e-02 -3.088856e-02
## international_reputation.3      0.0269572373  3.431771e-02  1.417950e-02
## international_reputation.4     -0.0678883990 -1.538566e-02 -6.167510e-02
## international_reputation.5      0.0357142391  7.116558e-03  6.779526e-02
## work_rate.High.High             0.0582154681  3.641631e-02 -9.306804e-02
## work_rate.High.Low              0.0283911152 -3.391696e-02 -8.280968e-03
## work_rate.High.Medium           0.0582846202 -1.589786e-02  3.777355e-02
## work_rate.Low.High             -0.0301483423  7.517639e-02  1.616768e-02
## work_rate.Low.Low              -0.1995082368 -9.582604e-02 -1.519313e-01
## work_rate.Low.Medium            0.0196711568 -2.992513e-02  2.779607e-02
## work_rate.Medium.High          -0.0203500142  3.171349e-02 -6.055211e-02
## work_rate.Medium.Low           -0.1137009286  6.811994e-02  2.209755e-02
## work_rate.Medium.Medium        -0.0039569050 -4.389498e-02  4.882422e-02
## body_type.Lean..170..           0.0357809558 -8.878668e-02 -1.551006e-02
## body_type.Lean..170.185.        0.0764892608  1.848925e-02 -1.415813e-02
## body_type.Lean..185..          -0.0693136563 -5.052106e-02 -8.734528e-02
## body_type.Normal..170..        -0.1019845927 -2.434865e-02  1.720390e-02
## body_type.Normal..170.185.      0.0074543542  2.706112e-02 -8.371755e-03
## body_type.Normal..185..        -0.0232814737 -4.976929e-02  3.751983e-02
## body_type.Stocky..170..        -0.0176371878  2.117900e-02  1.957953e-02
## body_type.Stocky..170.185.      0.0574707188  1.036120e-01  1.301397e-01
## body_type.Stocky..185..         0.0137828387  8.984451e-02  1.887387e-03
## body_type.Unique               -0.0433265782  1.124391e-02 -5.048250e-02
## real_face.No                   -0.0205240196  4.404821e-02 -6.496914e-02
## real_face.Yes                   0.0205240196 -4.404821e-02  6.496914e-02
## pace                           -0.0170486754  3.194459e-03  4.845440e-03
## shooting                        0.0015201357 -4.732259e-03  9.051339e-03
## passing                        -0.0308570142 -6.608660e-03  1.339866e-02
## dribbling                      -0.0218421899 -1.393759e-02  1.660345e-02
## defending                       0.0080355350 -1.049999e-03 -5.934433e-03
## physic                          0.0086218490  1.849354e-02  1.970797e-02
## attacking_crossing             -0.0490289299 -2.517894e-02  1.820621e-02
## attacking_finishing             0.0034070446 -4.516914e-03  1.468654e-03
## attacking_heading_accuracy      0.0183877259 -2.174301e-02 -1.281736e-02
## attacking_short_passing        -0.0278798065 -5.639423e-03  1.371834e-02
## attacking_volleys               0.0129636704 -2.470127e-03  5.957397e-03
## skill_dribbling                -0.0274104421 -1.258183e-02  2.198826e-02
## skill_curve                    -0.0078488574 -1.498176e-02  3.061977e-04
## skill_fk_accuracy               0.0187073002  7.561220e-03 -7.724910e-03
## skill_long_passing             -0.0226156605  1.733988e-03  1.454629e-02
## skill_ball_control             -0.0266666530 -1.686045e-02  1.630342e-02
## movement_acceleration          -0.0107347834  3.254964e-03  5.427333e-03
## movement_sprint_speed          -0.0202722510  3.116085e-03  4.006248e-03
## movement_agility                0.0035246537 -7.021425e-03  6.997293e-05
## movement_reactions             -0.0078628359 -1.205311e-02 -1.218297e-02
## movement_balance                0.0278497611  6.570502e-03  5.015112e-03
## power_shot_power               -0.0051870607 -5.955583e-03  2.229198e-02
## power_jumping                   0.0784143291 -4.578632e-03 -2.696669e-02
## power_stamina                   0.0086625068  1.219677e-02 -1.172621e-02
## power_strength                 -0.0077463728  2.386534e-02  2.465081e-02
## power_long_shots               -0.0021478149 -8.637849e-04  1.452372e-02
## mentality_aggression            0.0223765446 -1.155356e-03  3.060140e-02
## mentality_interceptions         0.0116071058 -1.635928e-05 -9.322420e-03
## mentality_positioning          -0.0090244184 -1.022628e-02  1.303807e-02
## mentality_vision               -0.0215587582  8.902446e-03  8.519169e-03
## mentality_penalties             0.0233699559 -1.424230e-02 -6.212741e-03
## mentality_composure            -0.0117019425 -2.027343e-02 -2.474186e-03
## defending_marking_awareness     0.0032656525  2.580048e-03 -9.916743e-03
## defending_standing_tackle       0.0084857297 -6.806249e-05  8.076604e-04
## defending_sliding_tackle        0.0014793718 -3.882903e-03  1.746415e-03
## goalkeeping_diving              0.0414654749  1.573775e-02 -5.163268e-02
## goalkeeping_handling            0.0584804647 -5.952827e-03 -4.646935e-02
## goalkeeping_kicking            -0.0324352168 -7.865197e-02 -1.033399e-01
## goalkeeping_positioning         0.1086507945 -1.575914e-03  7.210244e-02
## goalkeeping_reflexes           -0.0709336672  6.011446e-02  4.558622e-02
##                                         PC46          PC47          PC48
## potential                       0.0062388812  4.235247e-03  0.0253171574
## value_eur                       0.0170141002  3.641738e-02  0.0073699304
## wage_eur                       -0.0111830220  2.823166e-02  0.0001800914
## age                            -0.0031077214  7.111381e-03 -0.0029278457
## height_cm                      -0.0047647941  9.846435e-03 -0.0125163719
## weight_kg                      -0.0170046229 -4.508477e-03 -0.0315037600
## league_level.1                 -0.0065515643 -3.855701e-02  0.0299090392
## league_level.2                  0.0397067743  1.547445e-02 -0.0206288188
## league_level.3                 -0.0807919840  8.872080e-02 -0.0659936977
## league_level.4                  0.0224255664 -7.015108e-02  0.0259932858
## league_level.5                  0.1206021579  4.908621e-02  0.1458189279
## club_position.CAM               0.2240966142  1.494490e-01  0.1824274725
## club_position.CB               -0.0379378575 -9.067103e-02  0.3828498069
## club_position.CDM              -0.1679741961  1.590901e-01 -0.0894415936
## club_position.CF               -0.0591317842  1.303854e-01 -0.1800134085
## club_position.CM                0.2574556980 -2.609395e-01 -0.0577936373
## club_position.LAM              -0.1566619096  1.389017e-01  0.0581471664
## club_position.LB               -0.0186768585 -1.715582e-01 -0.0024351720
## club_position.LCB               0.0320678100  1.368250e-01 -0.0382067128
## club_position.LCM              -0.1698102754  2.498992e-01  0.0325580211
## club_position.LDM              -0.0504239428 -1.707203e-01  0.0660045659
## club_position.LF                0.4164058323  1.569308e-01 -0.2900706540
## club_position.LM               -0.2331676300  1.419220e-01  0.0250860422
## club_position.LS               -0.0151033150  1.510868e-02  0.0244762823
## club_position.LW                0.1553950696 -2.282445e-01 -0.2328487825
## club_position.LWB               0.2914975103  1.549242e-01  0.0517872162
## club_position.RAM              -0.0613447010 -1.677050e-01 -0.4837660046
## club_position.RB                0.1598667886  1.126133e-01 -0.1031179559
## club_position.RCB               0.0459649970  3.341164e-03 -0.0532190394
## club_position.RCM               0.0088620310 -4.939666e-02  0.0608225253
## club_position.RDM               0.0763353455 -1.526921e-01 -0.1365258737
## club_position.RES              -0.0481838611 -1.729493e-03 -0.0414389697
## club_position.RF               -0.1724265237  1.459329e-01  0.1273070143
## club_position.RM               -0.0221077902 -8.888596e-02  0.1870476478
## club_position.RS               -0.0088692972  1.808350e-01  0.1454540208
## club_position.RW               -0.0522563381 -1.974050e-01 -0.0692534620
## club_position.RWB              -0.3572899438 -2.135901e-01 -0.0960330672
## club_position.ST                0.0426113694 -1.016347e-01 -0.0237528315
## club_position.SUB               0.0052483536 -2.420558e-03  0.0094350788
## club_contract_valid_until.2021  0.0360077335  4.514815e-02 -0.0397939230
## club_contract_valid_until.2022 -0.0301111139 -5.364807e-02  0.0283994973
## club_contract_valid_until.2023  0.0034695917  1.272782e-02 -0.0051022628
## club_contract_valid_until.2024  0.0175049312 -2.242130e-03  0.0086637523
## club_contract_valid_until.2025 -0.0145552741 -5.673759e-02  0.0046110060
## club_contract_valid_until.2026 -0.0448309811  1.424939e-01 -0.0173137565
## club_contract_valid_until.2027  0.2006725219  2.318190e-03  0.0210090707
## club_contract_valid_until.2028 -0.0669228730 -3.334829e-02 -0.0694077664
## club_contract_valid_until.2031  0.0547520248  2.148830e-02 -0.0953050913
## preferred_foot.Left             0.0078242595  1.465423e-02 -0.0064152708
## preferred_foot.Right           -0.0078242595 -1.465423e-02  0.0064152708
## weak_foot.1                    -0.2707809664 -6.409958e-02 -0.1068571072
## weak_foot.2                    -0.0168030779 -1.223802e-02  0.0173158580
## weak_foot.3                    -0.0169634117  2.569879e-02 -0.0329544182
## weak_foot.4                     0.0798371613 -4.715370e-03  0.0337153502
## weak_foot.5                    -0.0116986620 -2.194801e-02  0.0148282695
## skill_moves.2                   0.0017775814 -9.056938e-02  0.0242104505
## skill_moves.3                  -0.0115353055  1.104715e-01 -0.0259672266
## skill_moves.4                   0.0284750557 -3.618357e-02  0.0053916002
## skill_moves.5                  -0.0435003491  1.435492e-02 -0.0149530666
## international_reputation.1     -0.0188022354 -3.878354e-02  0.0303855293
## international_reputation.2     -0.0040838671  1.716975e-02 -0.0358914854
## international_reputation.3      0.0807426675  6.688836e-03 -0.0051639369
## international_reputation.4     -0.0715280811  1.670502e-01 -0.0070133626
## international_reputation.5      0.0005715041 -2.060319e-01  0.0661047705
## work_rate.High.High            -0.0198036280  1.179704e-02 -0.1157835441
## work_rate.High.Low             -0.0679578818  1.338367e-01 -0.0986379288
## work_rate.High.Medium          -0.0180350231 -3.099598e-02 -0.0212763433
## work_rate.Low.High             -0.0734249734  1.914144e-02 -0.0352325333
## work_rate.Low.Low              -0.0042053637  6.575008e-02 -0.1308294985
## work_rate.Low.Medium           -0.0905524185 -7.723763e-03 -0.0558767841
## work_rate.Medium.High           0.0781594943  4.201031e-02  0.0744930352
## work_rate.Medium.Low            0.0600928994 -3.410613e-02  0.1165303011
## work_rate.Medium.Medium         0.0327717071 -5.978931e-02  0.0638030930
## body_type.Lean..170..           0.0074602562  6.722996e-02 -0.1304196205
## body_type.Lean..170.185.        0.0282124745  3.746417e-02  0.0804122029
## body_type.Lean..185..          -0.0292488450 -4.983771e-02  0.0558111333
## body_type.Normal..170..         0.0236029500 -1.106819e-01  0.0539821201
## body_type.Normal..170.185.      0.0091681732  3.503802e-02  0.0329022044
## body_type.Normal..185..         0.0133556378  1.413294e-02 -0.1225649493
## body_type.Stocky..170..         0.0375019644 -1.989398e-01  0.0709257176
## body_type.Stocky..170.185.     -0.1643360037  9.297239e-02 -0.1619182777
## body_type.Stocky..185..         0.0548757659 -1.311271e-01  0.1176378207
## body_type.Unique               -0.0003735095  1.987187e-02 -0.0026594113
## real_face.No                    0.0340837533  5.556350e-02  0.0007050525
## real_face.Yes                  -0.0340837533 -5.556350e-02 -0.0007050525
## pace                           -0.0068128090 -5.463501e-03  0.0189171519
## shooting                       -0.0077292414 -1.733208e-02  0.0004335353
## passing                        -0.0068103475 -9.908036e-03 -0.0085831496
## dribbling                       0.0017320789 -4.075563e-03  0.0047941684
## defending                      -0.0043498142  3.393344e-04  0.0005343111
## physic                         -0.0008879488 -2.229532e-02  0.0060329920
## attacking_crossing             -0.0072720264 -1.904995e-02 -0.0437893246
## attacking_finishing            -0.0047152227 -9.878080e-03  0.0055307763
## attacking_heading_accuracy      0.0131905385 -3.603092e-03  0.0572885605
## attacking_short_passing         0.0036041747  2.465688e-03  0.0171330774
## attacking_volleys               0.0035380421 -9.368785e-03  0.0057638034
## skill_dribbling                -0.0024764645 -1.017834e-02 -0.0090339862
## skill_curve                    -0.0104656213 -1.143216e-02 -0.0239677909
## skill_fk_accuracy              -0.0025418492 -8.246204e-03 -0.0106835858
## skill_long_passing             -0.0099438596 -4.986383e-04  0.0100047185
## skill_ball_control              0.0085950595 -2.802081e-03  0.0129052835
## movement_acceleration          -0.0091253657 -2.191823e-03  0.0199459617
## movement_sprint_speed          -0.0039343300 -7.930056e-03  0.0166688171
## movement_agility               -0.0020960692  6.763089e-03  0.0209326122
## movement_reactions              0.0107558420  1.198566e-02  0.0211883844
## movement_balance               -0.0020051628  7.459382e-03  0.0230459284
## power_shot_power               -0.0203205377 -3.197106e-02 -0.0068706567
## power_jumping                   0.0095205279  2.079953e-02  0.0818988560
## power_stamina                   0.0172173969 -1.664107e-02 -0.0027981733
## power_strength                 -0.0073395602 -1.683492e-02  0.0022744116
## power_long_shots               -0.0091818209 -2.083474e-02 -0.0061781512
## mentality_aggression           -0.0047490109 -2.835319e-02 -0.0001408968
## mentality_interceptions        -0.0057866111  3.007187e-03 -0.0054489077
## mentality_positioning          -0.0027227569 -2.212231e-02 -0.0087733127
## mentality_vision               -0.0129649941 -1.777830e-02 -0.0067288175
## mentality_penalties             0.0156891032 -2.220540e-03  0.0125799260
## mentality_composure             0.0069161051  5.670107e-03  0.0194965290
## defending_marking_awareness    -0.0019948714 -7.428269e-05  0.0005619168
## defending_standing_tackle      -0.0068749220 -1.560164e-03 -0.0058436584
## defending_sliding_tackle       -0.0078984208  3.096343e-03 -0.0054200795
## goalkeeping_diving             -0.0002467729 -8.041171e-02  0.1035786547
## goalkeeping_handling            0.0946266920  1.645521e-01 -0.0757449391
## goalkeeping_kicking             0.0537030871  1.853817e-01 -0.0587526943
## goalkeeping_positioning        -0.0357184979 -7.632952e-02  0.0226845110
## goalkeeping_reflexes           -0.0157940960  4.234046e-02 -0.0108602102
##                                         PC49          PC50          PC51
## potential                       0.0067287910  0.0253698092 -0.0062134374
## value_eur                      -0.0143661591 -0.0003422931  0.0180323423
## wage_eur                       -0.0070777558 -0.0217599555 -0.0002586437
## age                             0.0110007277 -0.0281370546 -0.0137086291
## height_cm                      -0.0167033117 -0.0223211427 -0.0029517875
## weight_kg                      -0.0058376401  0.0305175112  0.0487296391
## league_level.1                  0.0307201187 -0.0598936657 -0.0285079643
## league_level.2                  0.0490106725 -0.0114373548 -0.0228958519
## league_level.3                 -0.0194810278  0.0817219736  0.1000263325
## league_level.4                 -0.1840444032  0.0930894994 -0.0223239454
## league_level.5                  0.1853349335 -0.1734952385 -0.0085685296
## club_position.CAM              -0.2182806354  0.1558440465  0.2713397718
## club_position.CB               -0.1941890866  0.3091717304 -0.2390921255
## club_position.CDM              -0.1448882803  0.3249154712  0.1889126739
## club_position.CF               -0.0648722376  0.0868964233 -0.0348860369
## club_position.CM               -0.0688009875 -0.0020608908  0.0156895391
## club_position.LAM               0.5522758669  0.2490786479  0.1479688715
## club_position.LB                0.0522901541  0.0152053001 -0.0701442696
## club_position.LCB              -0.0258691900 -0.1473884587 -0.1286024394
## club_position.LCM              -0.0546511371 -0.1620567444 -0.0570987385
## club_position.LDM              -0.0514165187 -0.1991573245  0.0692782152
## club_position.LF                0.2029558496  0.1392824789 -0.4652026433
## club_position.LM               -0.0213644900 -0.0398312566 -0.0424406889
## club_position.LS                0.0463089307 -0.0257621421  0.0175854450
## club_position.LW                0.0044395574  0.1153189130  0.0564087181
## club_position.LWB               0.1582236669  0.1538255668  0.2121938447
## club_position.RAM              -0.0289224149 -0.0302478387 -0.0646322341
## club_position.RB               -0.0698493020 -0.1056677262  0.1566125433
## club_position.RCB               0.0957296295  0.0392440794  0.1664162603
## club_position.RCM               0.0106191581 -0.0130433595 -0.2272787004
## club_position.RDM              -0.0144417410  0.1584561017 -0.0189275942
## club_position.RES               0.0231263282 -0.0547651633 -0.0066500831
## club_position.RF                0.1001982423 -0.0123041254  0.0417693195
## club_position.RM                0.0028447272 -0.1154275995 -0.0613502060
## club_position.RS               -0.0554105043  0.0811940865 -0.1794902887
## club_position.RW               -0.2488466355  0.0567484039  0.1045291475
## club_position.RWB               0.3416792492  0.0498326227 -0.0221679663
## club_position.ST                0.0742456711 -0.0562654570  0.0555319311
## club_position.SUB               0.0176514683 -0.0358525420 -0.0018878670
## club_contract_valid_until.2021 -0.0107019304  0.1007727089  0.0128202002
## club_contract_valid_until.2022  0.0237533173 -0.0918289943 -0.0131746450
## club_contract_valid_until.2023  0.0400324945 -0.1311180427 -0.0315595960
## club_contract_valid_until.2024 -0.0764206215 -0.0154494585  0.0566993581
## club_contract_valid_until.2025  0.0036873449  0.1357761719  0.0313005880
## club_contract_valid_until.2026  0.0001577633  0.2468291354 -0.1093871794
## club_contract_valid_until.2027  0.0849325214  0.0138225741  0.0307168447
## club_contract_valid_until.2028 -0.0080459836  0.1277411927  0.0230831736
## club_contract_valid_until.2031  0.0315485022 -0.2370534078  0.2323428389
## preferred_foot.Left            -0.0084860113  0.0108995743  0.0096814780
## preferred_foot.Right            0.0084860113 -0.0108995743 -0.0096814780
## weak_foot.1                    -0.1095998546  0.1041712018 -0.2020222016
## weak_foot.2                    -0.0625893007 -0.0054257272  0.0567704496
## weak_foot.3                    -0.0014023712  0.0311916812  0.0205903943
## weak_foot.4                     0.0667226986  0.0009662648 -0.0520595764
## weak_foot.5                     0.0471393684 -0.1434943830 -0.0265998109
## skill_moves.2                   0.0052018970 -0.0382757115 -0.0229115197
## skill_moves.3                  -0.0402473210  0.0381907630  0.0332358327
## skill_moves.4                   0.0715251300 -0.0249271480 -0.0227103992
## skill_moves.5                  -0.0210589864  0.1196176539  0.0187279015
## international_reputation.1      0.0819113255  0.0175176542 -0.0621664394
## international_reputation.2     -0.0888496703  0.0494291193  0.0704807237
## international_reputation.3     -0.0097277157 -0.1268370305  0.0214379355
## international_reputation.4     -0.0180564961 -0.0298762098 -0.0628931972
## international_reputation.5      0.0555661477  0.0667365673  0.0557624475
## work_rate.High.High            -0.0150923152  0.0015107114  0.1175708034
## work_rate.High.Low              0.0143641090 -0.0362149006  0.1721098529
## work_rate.High.Medium          -0.0046601870 -0.0356293003 -0.1132106032
## work_rate.Low.High             -0.2223642032 -0.0057434119 -0.1161211683
## work_rate.Low.Low               0.0676182781  0.1648730300 -0.0360900550
## work_rate.Low.Medium            0.0638983116 -0.0624776333 -0.0355690447
## work_rate.Medium.High           0.0611923470  0.0227850797  0.0719493857
## work_rate.Medium.Low            0.0224373237 -0.0008341259 -0.0637396980
## work_rate.Medium.Medium         0.0016594106  0.0349627775 -0.0035198309
## body_type.Lean..170..          -0.0593789857  0.0216545250 -0.0023208520
## body_type.Lean..170.185.       -0.0357728586 -0.0583402862 -0.0580162709
## body_type.Lean..185..           0.0208999736 -0.0897602224 -0.0800548998
## body_type.Normal..170..         0.1472559168 -0.0058055856  0.0817071129
## body_type.Normal..170.185.      0.0079198143  0.0011881136 -0.0485130523
## body_type.Normal..185..        -0.0470946427  0.0213236432  0.0745270346
## body_type.Stocky..170..        -0.0430986218  0.2143212557  0.0724915023
## body_type.Stocky..170.185.     -0.0569576459  0.0255690069  0.0494786017
## body_type.Stocky..185..         0.1386176255  0.1741022798  0.0962607675
## body_type.Unique                0.0001889271 -0.0370357408  0.0111423549
## real_face.No                   -0.0621259036 -0.0409030714  0.0411578044
## real_face.Yes                   0.0621259036  0.0409030714 -0.0411578044
## pace                           -0.0103339971 -0.0039724047  0.0023380150
## shooting                       -0.0073344231 -0.0124529118 -0.0016816332
## passing                         0.0023252454  0.0010029617  0.0000420610
## dribbling                       0.0024555657  0.0110460255  0.0017756399
## defending                       0.0126710516 -0.0141620783  0.0057845582
## physic                         -0.0074590598  0.0174541997 -0.0072040475
## attacking_crossing              0.0359043050 -0.0216798242  0.0243360976
## attacking_finishing            -0.0084485977 -0.0115321952 -0.0033301594
## attacking_heading_accuracy      0.0239466463 -0.0461336598 -0.0384335779
## attacking_short_passing        -0.0054574644  0.0066628182 -0.0168054162
## attacking_volleys              -0.0006338894 -0.0290830081 -0.0009638639
## skill_dribbling                 0.0073065361  0.0108965618  0.0132605184
## skill_curve                     0.0146406359 -0.0129542151  0.0054970643
## skill_fk_accuracy               0.0149520866 -0.0091239154  0.0061659726
## skill_long_passing             -0.0203892060  0.0129547074 -0.0124976522
## skill_ball_control              0.0053776174  0.0094592946 -0.0035738730
## movement_acceleration          -0.0175889088  0.0004480876 -0.0002752045
## movement_sprint_speed          -0.0039844618 -0.0073459977  0.0034925330
## movement_agility               -0.0251359986  0.0086695034 -0.0165507573
## movement_reactions              0.0117417302 -0.0009932751 -0.0263500719
## movement_balance               -0.0115243319  0.0116350831 -0.0087658230
## power_shot_power               -0.0079100289 -0.0072030369 -0.0011131225
## power_jumping                  -0.0007782219 -0.0368834973 -0.0721377993
## power_stamina                  -0.0425678152  0.0143611428 -0.0219529714
## power_strength                 -0.0003571678  0.0188016076  0.0069538201
## power_long_shots               -0.0106349742 -0.0036331779  0.0001990548
## mentality_aggression            0.0178439374  0.0119786529 -0.0035026666
## mentality_interceptions         0.0113334053 -0.0127078934  0.0054034688
## mentality_positioning           0.0135231734 -0.0139874773  0.0055647152
## mentality_vision               -0.0143091938  0.0173455535  0.0014556956
## mentality_penalties             0.0052907800 -0.0418117784 -0.0040739116
## mentality_composure            -0.0021419810  0.0041506967 -0.0134233439
## defending_marking_awareness     0.0063449358 -0.0096411393  0.0044349701
## defending_standing_tackle       0.0142320448 -0.0088374938  0.0115380383
## defending_sliding_tackle        0.0128677645 -0.0155408407  0.0153768886
## goalkeeping_diving              0.0852130427  0.1057541471 -0.0965292170
## goalkeeping_handling           -0.0440970820 -0.0194375785 -0.0945649015
## goalkeeping_kicking             0.0511247795 -0.0195348100 -0.0675847956
## goalkeeping_positioning         0.0628650074 -0.1390756951  0.0590026035
## goalkeeping_reflexes           -0.0609282079  0.0006356381  0.1883033429
##                                         PC52          PC53          PC54
## potential                      -0.0125420899 -0.0385658571 -0.0114694555
## value_eur                       0.0070240491 -0.0029670503 -0.0081077223
## wage_eur                        0.0161319831  0.0178125252 -0.0219652794
## age                            -0.0013617212 -0.0092948497 -0.0417760021
## height_cm                       0.0029470623  0.0125058435  0.0219579954
## weight_kg                      -0.0098707409  0.0393636212  0.0114290476
## league_level.1                  0.0368205546  0.0085571878 -0.0185223230
## league_level.2                 -0.1082066987  0.0613743079 -0.0346803978
## league_level.3                  0.0843202966 -0.0440935061  0.0884159567
## league_level.4                 -0.0248524460 -0.0847126263  0.0839069786
## league_level.5                  0.1371605640  0.0239476159 -0.4155405012
## club_position.CAM               0.1266624751 -0.0593213079  0.1955088913
## club_position.CB                0.0254967089 -0.0721768082 -0.0705247213
## club_position.CDM               0.1223882145  0.0089006766 -0.2220814110
## club_position.CF                0.0327923011 -0.0077285219 -0.1494304374
## club_position.CM                0.0610024238  0.1282484168  0.2261272755
## club_position.LAM               0.0954826938  0.0790648284  0.1215530812
## club_position.LB                0.0182279515 -0.0856644283  0.1094618824
## club_position.LCB              -0.0739411957 -0.1038878002  0.0184632980
## club_position.LCM              -0.1218983280 -0.0546934916  0.1299064485
## club_position.LDM               0.1447294055  0.1614720123  0.0844939877
## club_position.LF               -0.0638374880  0.0567834389 -0.0566626159
## club_position.LM                0.2098327254  0.1289354741 -0.0307176296
## club_position.LS                0.0003928513 -0.0449424237 -0.0240821566
## club_position.LW               -0.2938630398  0.2247020976  0.0325109639
## club_position.LWB               0.0227782509  0.0860308147 -0.2221767817
## club_position.RAM               0.3743156836 -0.3757564845  0.0158227322
## club_position.RB                0.0271145350 -0.0630378572  0.0486555143
## club_position.RCB               0.0932683695  0.0798798345 -0.0481571553
## club_position.RCM              -0.0621436418  0.1285296061 -0.0077694676
## club_position.RDM              -0.1100970923 -0.2459077120 -0.2402129707
## club_position.RES              -0.0337263486  0.0846467110  0.0450291591
## club_position.RF               -0.4239754592 -0.0491803414  0.0339056179
## club_position.RM                0.1441181475 -0.0289070529 -0.1164864898
## club_position.RS                0.0239726216 -0.2779177562  0.0597614181
## club_position.RW               -0.2479940039  0.0697522225 -0.1794446516
## club_position.RWB              -0.1457209923 -0.1962150612  0.0209989857
## club_position.ST                0.0513667703  0.0499289219 -0.0251553893
## club_position.SUB              -0.0050530515  0.0061261980  0.0033294402
## club_contract_valid_until.2021 -0.1125532087 -0.0206725339  0.0570829115
## club_contract_valid_until.2022  0.0351411445 -0.0239943490 -0.0351313204
## club_contract_valid_until.2023  0.0303760499  0.0232586477 -0.0556129764
## club_contract_valid_until.2024  0.0157497267  0.0617647074  0.1127250003
## club_contract_valid_until.2025  0.1017173835  0.0771605045 -0.1489372102
## club_contract_valid_until.2026 -0.1499283365 -0.2064917718  0.1284493051
## club_contract_valid_until.2027 -0.1699678920 -0.1067909792  0.0428481452
## club_contract_valid_until.2028  0.0476826990  0.0469503407  0.0924908574
## club_contract_valid_until.2031 -0.0083091442 -0.1944455824 -0.1962799907
## preferred_foot.Left            -0.0090306722  0.0150987226  0.0029182924
## preferred_foot.Right            0.0090306722 -0.0150987226 -0.0029182924
## weak_foot.1                     0.0778253891  0.2340416705 -0.1981568676
## weak_foot.2                     0.0157930507 -0.0668472593 -0.0416150836
## weak_foot.3                    -0.0059571360  0.0258487637 -0.0088870057
## weak_foot.4                    -0.0178133675  0.0512534629  0.0285106243
## weak_foot.5                    -0.0040999733 -0.1280278180  0.1543180936
## skill_moves.2                  -0.0253629080  0.0018148396 -0.0089083705
## skill_moves.3                   0.0525266607 -0.0124503013  0.0164489137
## skill_moves.4                  -0.0485997520  0.0320859203 -0.0270152878
## skill_moves.5                  -0.0083621672 -0.0519867769  0.0574766641
## international_reputation.1      0.0752722731 -0.0277932311  0.0269276557
## international_reputation.2     -0.0924689880  0.0454270529 -0.0225788436
## international_reputation.3     -0.0224517491 -0.0486754272 -0.0077037347
## international_reputation.4      0.0800279628  0.0463998668 -0.0395309294
## international_reputation.5     -0.0165439360  0.0118976344  0.0660679856
## work_rate.High.High            -0.1498433848  0.0755794061  0.1172922527
## work_rate.High.Low             -0.0160900040 -0.0179371748 -0.0017216927
## work_rate.High.Medium           0.0282003972 -0.0172133502  0.0218477847
## work_rate.Low.High              0.0108872512  0.0798981806 -0.1165308704
## work_rate.Low.Low               0.2227898508  0.2202105397  0.0126943923
## work_rate.Low.Medium           -0.1220044988  0.0412166458 -0.1053264979
## work_rate.Medium.High           0.0891520215 -0.0321152092  0.1411698314
## work_rate.Medium.Low            0.0241380496 -0.0361499412 -0.0159820274
## work_rate.Medium.Medium         0.0044921823 -0.0425260144 -0.0863914281
## body_type.Lean..170..          -0.0413026298 -0.2194461146 -0.0114554053
## body_type.Lean..170.185.        0.0039291263  0.0210285532 -0.0715316435
## body_type.Lean..185..          -0.0241121983 -0.0748160692  0.0246057657
## body_type.Normal..170..         0.0363783019  0.0603188179 -0.0086865720
## body_type.Normal..170.185.      0.0196734221  0.0192278084 -0.0020350456
## body_type.Normal..185..         0.0573279837  0.0483256488  0.1172326935
## body_type.Stocky..170..         0.0814917371 -0.1225411253  0.0918351387
## body_type.Stocky..170.185.     -0.1622783285  0.2165169803  0.0401278488
## body_type.Stocky..185..        -0.0504692238 -0.1805989502 -0.2464674951
## body_type.Unique                0.0249070474  0.0425616745  0.0045275620
## real_face.No                   -0.0674257749  0.0229370600 -0.0858441297
## real_face.Yes                   0.0674257749 -0.0229370600  0.0858441297
## pace                            0.0066689956  0.0189492947 -0.0111226675
## shooting                       -0.0055546028  0.0022122664 -0.0059503094
## passing                         0.0037305889 -0.0022446806 -0.0067440738
## dribbling                      -0.0029057781 -0.0224625406 -0.0131657532
## defending                      -0.0037941577 -0.0001713470 -0.0001843458
## physic                          0.0018731648  0.0250670667 -0.0050207262
## attacking_crossing             -0.0017375549  0.0064924111 -0.0005321396
## attacking_finishing            -0.0052974799 -0.0036112077 -0.0077507388
## attacking_heading_accuracy     -0.0035737633 -0.0366710922 -0.0328265364
## attacking_short_passing         0.0065176859 -0.0249542234 -0.0197239722
## attacking_volleys              -0.0004605239  0.0093118195  0.0039004175
## skill_dribbling                -0.0063586578 -0.0240744932 -0.0028715760
## skill_curve                     0.0091237211  0.0199392841  0.0072054948
## skill_fk_accuracy               0.0156532251  0.0439700611  0.0153057836
## skill_long_passing              0.0043532479 -0.0016808098 -0.0072162455
## skill_ball_control             -0.0014262161 -0.0296361720 -0.0217645194
## movement_acceleration           0.0065883379  0.0182172987 -0.0090376015
## movement_sprint_speed           0.0065291319  0.0180768981 -0.0127345556
## movement_agility                0.0101121499  0.0088350328 -0.0039981576
## movement_reactions             -0.0022591401 -0.0304711675 -0.0336419011
## movement_balance               -0.0043994091  0.0163346746 -0.0222811263
## power_shot_power               -0.0059843803  0.0112535179 -0.0106946246
## power_jumping                   0.0147667829 -0.0026056831 -0.0302681500
## power_stamina                  -0.0076353887  0.0089678186  0.0047753091
## power_strength                  0.0042899336  0.0285274107 -0.0018969198
## power_long_shots               -0.0046345450  0.0069806391 -0.0021037124
## mentality_aggression            0.0002673012  0.0154880648 -0.0105383504
## mentality_interceptions        -0.0031337387 -0.0009942832  0.0030380261
## mentality_positioning          -0.0086992661 -0.0173606736  0.0045150298
## mentality_vision               -0.0031220294 -0.0026747599 -0.0010511474
## mentality_penalties            -0.0033383595  0.0149115198  0.0067422942
## mentality_composure             0.0029042888 -0.0151633991 -0.0241903395
## defending_marking_awareness    -0.0061310466  0.0058495998 -0.0028229543
## defending_standing_tackle      -0.0034402876  0.0021641097  0.0062377705
## defending_sliding_tackle        0.0022090899  0.0024076074  0.0017417100
## goalkeeping_diving              0.0544117559  0.1284820098  0.0927518785
## goalkeeping_handling           -0.0370062390  0.0602661393 -0.0846076996
## goalkeeping_kicking             0.0925422645 -0.0225105639  0.1413247969
## goalkeeping_positioning         0.0079659300 -0.0209526239 -0.0422071524
## goalkeeping_reflexes           -0.0881190139 -0.0926780951 -0.1346122212
##                                         PC55          PC56          PC57
## potential                      -0.0150442858 -0.0215447263  0.0176066185
## value_eur                      -0.0064474777 -0.0166815198  0.0154374274
## wage_eur                       -0.0168149795 -0.0003426327 -0.0230034252
## age                             0.0131812032  0.0449138909 -0.0272124295
## height_cm                      -0.0107922167 -0.0032151644 -0.0310786872
## weight_kg                      -0.0124594518 -0.0138344140 -0.0383570137
## league_level.1                 -0.0136608893 -0.0049269467 -0.0473638900
## league_level.2                  0.0150848703  0.0261236894 -0.1035676272
## league_level.3                  0.1365539527 -0.0775585831  0.0493141943
## league_level.4                 -0.2484662340  0.0697457524  0.2339488704
## league_level.5                  0.2872907773 -0.0097054187  0.0604840623
## club_position.CAM               0.0213710713  0.0828847931  0.1773114336
## club_position.CB               -0.0058468964 -0.0077602487 -0.2754791527
## club_position.CDM              -0.0364781390  0.1294126721 -0.0183488492
## club_position.CF               -0.2727774524 -0.0406317678 -0.0017052237
## club_position.CM               -0.4343580585 -0.0933625307  0.0055990578
## club_position.LAM              -0.1268946323 -0.3680411089  0.0872858811
## club_position.LB               -0.0427094569  0.0080589934 -0.1138939045
## club_position.LCB               0.0031829002 -0.0082564360  0.3355488493
## club_position.LCM               0.0806636409 -0.1552680244 -0.0345770656
## club_position.LDM              -0.0645881834 -0.0019403385  0.0379696149
## club_position.LF               -0.0964530087  0.0376155882 -0.0480477823
## club_position.LM               -0.0921645365  0.0050885182 -0.0483076193
## club_position.LS               -0.0800025952  0.2153232656  0.0369284483
## club_position.LW                0.1669067940 -0.0031367297 -0.0778421788
## club_position.LWB               0.0722073034  0.1469300880 -0.0830511235
## club_position.RAM               0.1123739123  0.0700742923 -0.0379061180
## club_position.RB                0.0826973613 -0.0536327931 -0.0311109287
## club_position.RCB              -0.0084487600  0.1026714141 -0.0360806922
## club_position.RCM               0.1975308696  0.0711749385  0.1203092206
## club_position.RDM               0.0284721804 -0.2145495530  0.1667010758
## club_position.RES              -0.0396369617 -0.0191531273 -0.1134390667
## club_position.RF               -0.1679556002  0.3109668659  0.0156301720
## club_position.RM               -0.0873913058  0.0874116394 -0.0057200150
## club_position.RS               -0.0121725395 -0.1881725742 -0.0635033563
## club_position.RW                0.0891805435 -0.1617270968  0.0859264559
## club_position.RWB               0.0415858090  0.1408377437  0.0183526489
## club_position.ST                0.0771074413  0.0180795665  0.0877288595
## club_position.SUB               0.0138323098 -0.0235595186 -0.0454292531
## club_contract_valid_until.2021  0.0188325459 -0.0145301872  0.0130405774
## club_contract_valid_until.2022  0.0279282939 -0.0401035107 -0.0603906254
## club_contract_valid_until.2023  0.0318791871  0.0030768590 -0.0636539159
## club_contract_valid_until.2024 -0.0435516204  0.0611954832  0.0004800006
## club_contract_valid_until.2025 -0.0488152635  0.0195748236  0.1129232663
## club_contract_valid_until.2026 -0.0028224637 -0.0105234800  0.1274383859
## club_contract_valid_until.2027 -0.0102999499 -0.0699881356  0.1122162627
## club_contract_valid_until.2028  0.0406774947 -0.1737250214 -0.0955530326
## club_contract_valid_until.2031 -0.3659806165 -0.1332703086 -0.1102836342
## preferred_foot.Left            -0.0042071770  0.0101968536 -0.0099337207
## preferred_foot.Right            0.0042071770 -0.0101968536  0.0099337207
## weak_foot.1                    -0.1915241675  0.1044771742  0.0768674701
## weak_foot.2                     0.1242070897 -0.1583961925  0.1248301384
## weak_foot.3                     0.0098005208 -0.0055996691  0.0237716770
## weak_foot.4                    -0.1071329536  0.0693595986 -0.1046527580
## weak_foot.5                    -0.0386260765  0.2693657474 -0.2017850846
## skill_moves.2                   0.0473984150 -0.0261595926 -0.0319177921
## skill_moves.3                  -0.0593497134  0.0396039203  0.0627225031
## skill_moves.4                   0.0307226429 -0.0358227864 -0.0673803655
## skill_moves.5                  -0.0463358897  0.0508869428  0.0451181303
## international_reputation.1     -0.0216132143 -0.0495138468 -0.0144644459
## international_reputation.2      0.0307634853  0.0377990141 -0.0242695615
## international_reputation.3     -0.0043969755  0.0720006536  0.1491159162
## international_reputation.4     -0.0161272122 -0.1215388109 -0.1441363463
## international_reputation.5      0.0035421779  0.1219600134 -0.0405481782
## work_rate.High.High             0.0731587736 -0.0547525509 -0.2410870013
## work_rate.High.Low              0.0794802839  0.0889787372 -0.0499427545
## work_rate.High.Medium          -0.0756565202 -0.0596949598  0.0674710218
## work_rate.Low.High              0.0281959504 -0.1934661443 -0.0948865367
## work_rate.Low.Low               0.0388186815  0.2697494955  0.1190458564
## work_rate.Low.Medium           -0.0376952493  0.0638378163  0.3199566078
## work_rate.Medium.High          -0.0168006397  0.0771438542 -0.0613443301
## work_rate.Medium.Low            0.0483043760 -0.0516306018 -0.0207293465
## work_rate.Medium.Medium        -0.0182191567  0.0253975957  0.0460801445
## body_type.Lean..170..           0.0856580760  0.1394974144 -0.2359833281
## body_type.Lean..170.185.       -0.0119554019  0.0270303106  0.0213572907
## body_type.Lean..185..           0.0019285791 -0.0025358099  0.0370478925
## body_type.Normal..170..        -0.0891013026 -0.1819693106  0.0924683526
## body_type.Normal..170.185.     -0.0227743624  0.0146016195  0.0659816276
## body_type.Normal..185..         0.0624589808 -0.0542454873 -0.0432087822
## body_type.Stocky..170..         0.1238524633  0.0997619323  0.1228213560
## body_type.Stocky..170.185.      0.0235158464 -0.0097498761  0.0026773359
## body_type.Stocky..185..        -0.1550839996  0.0718822625 -0.1787503879
## body_type.Unique                0.0126446926  0.0039484383 -0.0161583763
## real_face.No                   -0.0076611447  0.0463145632 -0.0205774365
## real_face.Yes                   0.0076611447 -0.0463145632  0.0205774365
## pace                           -0.0012551716 -0.0054707194 -0.0118525010
## shooting                        0.0097748719 -0.0195185752  0.0032975817
## passing                         0.0076955024  0.0007282161 -0.0129103747
## dribbling                       0.0125645876 -0.0043196416  0.0046201968
## defending                       0.0039116277  0.0113880809 -0.0114297417
## physic                         -0.0150028932 -0.0194628686  0.0008150153
## attacking_crossing              0.0066060729  0.0168082891 -0.0665398227
## attacking_finishing             0.0103112011 -0.0210820893  0.0041291034
## attacking_heading_accuracy      0.0102930394  0.0325176746  0.0212483889
## attacking_short_passing         0.0151563674 -0.0002063772  0.0154754993
## attacking_volleys               0.0079818860 -0.0053718008  0.0041771643
## skill_dribbling                 0.0118522590 -0.0079055364 -0.0196354185
## skill_curve                     0.0036563823  0.0022408863 -0.0167986771
## skill_fk_accuracy              -0.0108776342  0.0115722770  0.0033287698
## skill_long_passing              0.0057706634 -0.0010447190  0.0027487641
## skill_ball_control              0.0159355121 -0.0011510635  0.0143291320
## movement_acceleration           0.0004279987 -0.0069886127 -0.0059766744
## movement_sprint_speed          -0.0025620216 -0.0039150897 -0.0160391233
## movement_agility                0.0002734075 -0.0021337599  0.0350757215
## movement_reactions              0.0119695046  0.0086204264  0.0207080182
## movement_balance                0.0077641798  0.0045017993  0.0692581186
## power_shot_power                0.0128972035 -0.0215101944 -0.0038745660
## power_jumping                  -0.0151872678  0.0164463128  0.0918533174
## power_stamina                  -0.0018295539 -0.0294960544  0.0164933539
## power_strength                 -0.0183074055 -0.0101691348 -0.0029651154
## power_long_shots                0.0042075794 -0.0164012658  0.0089419670
## mentality_aggression           -0.0059926449 -0.0192053588 -0.0272588242
## mentality_interceptions         0.0040044060  0.0103606849 -0.0076921014
## mentality_positioning           0.0130421267 -0.0124393476 -0.0274902202
## mentality_vision                0.0018501850 -0.0180857752  0.0015367110
## mentality_penalties             0.0030615752  0.0020351028  0.0249483381
## mentality_composure             0.0006654939  0.0070421202  0.0287113054
## defending_marking_awareness     0.0037826895  0.0105861905 -0.0092096457
## defending_standing_tackle       0.0023637493  0.0065031189 -0.0173783611
## defending_sliding_tackle        0.0004804311  0.0074905821 -0.0199154099
## goalkeeping_diving              0.1309259711 -0.0991706028 -0.0801004943
## goalkeeping_handling           -0.1761779217 -0.0556805993 -0.0978189066
## goalkeeping_kicking             0.0453678196  0.0706029529  0.0901827393
## goalkeeping_positioning        -0.1104856452  0.0252565958  0.0874483044
## goalkeeping_reflexes           -0.0690451517 -0.0978190717 -0.0456580005
##                                         PC58          PC59          PC60
## potential                       6.548414e-03  0.0162850122  0.0100967424
## value_eur                       3.581072e-02 -0.0093451313  0.0521709367
## wage_eur                        3.762073e-02 -0.0106928460  0.0300881595
## age                             2.906361e-03  0.0140621615  0.0073482026
## height_cm                      -1.516417e-02 -0.0087602229 -0.0034490118
## weight_kg                       1.612638e-02 -0.0296736153  0.0041474363
## league_level.1                 -1.432803e-02  0.0204701236 -0.0347319446
## league_level.2                 -5.059050e-02 -0.0219150022 -0.0087729408
## league_level.3                  2.975676e-02  0.1647412949  0.0641116464
## league_level.4                  1.284576e-01 -0.1590473658  0.0215575867
## league_level.5                 -1.625730e-01 -0.3285359149 -0.0399421257
## club_position.CAM              -1.546609e-01  0.0177440780 -0.1304499101
## club_position.CB               -2.078529e-01  0.1044077180  0.1500014163
## club_position.CDM               8.587427e-02 -0.2055460487 -0.1804242129
## club_position.CF                2.405840e-02 -0.0053463853 -0.1507016219
## club_position.CM               -3.126609e-02  0.2425612057 -0.0320642336
## club_position.LAM               1.936463e-02 -0.1515190017  0.0933578916
## club_position.LB               -1.079549e-02 -0.1500723530 -0.0787100297
## club_position.LCB              -4.935017e-02  0.0161474595 -0.0551699722
## club_position.LCM              -8.444127e-02  0.0087661368  0.0203231690
## club_position.LDM               3.138816e-02 -0.2084107044  0.1798948886
## club_position.LF                8.750395e-02 -0.0810844783  0.0473083996
## club_position.LM                8.555402e-03  0.0677143281 -0.0872658472
## club_position.LS                2.652174e-02  0.0036840920  0.1198598220
## club_position.LW               -1.923543e-01 -0.1520677404 -0.1698564391
## club_position.LWB               6.585401e-02  0.3291553635  0.1722733428
## club_position.RAM               9.782670e-02  0.0564308552  0.0624263589
## club_position.RB                1.002683e-01  0.0326829019  0.2167145445
## club_position.RCB               1.747456e-01 -0.0100331046 -0.0418848666
## club_position.RCM               2.013789e-01  0.0828626183 -0.0988413046
## club_position.RDM              -2.591295e-01  0.0529762336  0.0740178371
## club_position.RES              -4.502551e-03 -0.0873401529 -0.0132029946
## club_position.RF               -6.305949e-02  0.0453097699  0.0841724464
## club_position.RM               -3.469201e-02  0.0448135379 -0.0908942799
## club_position.RS                1.441808e-01  0.0121669972 -0.1059933473
## club_position.RW                2.186413e-01 -0.0745699572  0.1071829235
## club_position.RWB              -1.588932e-02  0.1878780947  0.0532381947
## club_position.ST               -1.089040e-01  0.1023415054  0.0812615202
## club_position.SUB              -1.297075e-02 -0.0115076861 -0.0038322566
## club_contract_valid_until.2021 -2.327345e-02 -0.0410338095 -0.0095068496
## club_contract_valid_until.2022 -3.007799e-02  0.0227425080 -0.0529657721
## club_contract_valid_until.2023  9.927154e-03 -0.0018091047  0.0062254734
## club_contract_valid_until.2024 -6.055127e-03  0.0250833397  0.0111428437
## club_contract_valid_until.2025  1.316013e-01  0.0736426861 -0.0049936329
## club_contract_valid_until.2026 -9.606796e-02 -0.1834559660  0.0899915136
## club_contract_valid_until.2027  8.628358e-02  0.0572913619  0.3234795029
## club_contract_valid_until.2028 -1.335985e-01  0.0514538477 -0.1580740960
## club_contract_valid_until.2031 -3.160907e-01 -0.0249635412  0.0564986534
## preferred_foot.Left            -6.331015e-03 -0.0042902794  0.0096195767
## preferred_foot.Right            6.331015e-03  0.0042902794 -0.0096195767
## weak_foot.1                    -5.313202e-02  0.0008927529  0.3067381404
## weak_foot.2                     2.723824e-02  0.1003633946 -0.0387793435
## weak_foot.3                    -1.081207e-03  0.0264216814 -0.0400517990
## weak_foot.4                    -3.773580e-02 -0.0450655287 -0.0197191315
## weak_foot.5                     4.893774e-02 -0.2793790477  0.2120137226
## skill_moves.2                   1.632475e-03  0.0646414871 -0.0294196940
## skill_moves.3                   1.537088e-02 -0.0352513216  0.0577067808
## skill_moves.4                  -1.675938e-02 -0.0693622415 -0.0287848544
## skill_moves.5                  -6.953803e-02  0.0415964363 -0.1037049984
## international_reputation.1     -5.407394e-02  0.0250512910 -0.0469945599
## international_reputation.2      8.460288e-02 -0.0539639864  0.0653012477
## international_reputation.3     -9.965800e-02  0.0607877844 -0.0453497136
## international_reputation.4      1.518063e-01 -0.0294611319  0.0845839105
## international_reputation.5     -7.986328e-02  0.0004273153 -0.0952948547
## work_rate.High.High            -8.105105e-02 -0.1480741758 -0.1177318843
## work_rate.High.Low             -4.767721e-02  0.1994357802  0.1320739519
## work_rate.High.Medium           5.261840e-02  0.0181373148  0.0169431961
## work_rate.Low.High             -2.120217e-01  0.0026685585  0.2325358857
## work_rate.Low.Low              -3.626116e-01 -0.0017036261  0.0816311764
## work_rate.Low.Medium            8.315036e-02  0.0502426924 -0.2582374118
## work_rate.Medium.High           1.075572e-01 -0.0365971089  0.0016615827
## work_rate.Medium.Low            7.989399e-02 -0.0528147430 -0.0220471455
## work_rate.Medium.Medium        -4.865717e-03  0.0019154740 -0.0032156916
## body_type.Lean..170..           9.021790e-03  0.1101898251 -0.1351879770
## body_type.Lean..170.185.       -5.469553e-03  0.0395046960 -0.0076968697
## body_type.Lean..185..          -1.248031e-01  0.0345378243  0.0416532605
## body_type.Normal..170..         9.421426e-03 -0.0059337739  0.0615218902
## body_type.Normal..170.185.      2.186043e-03 -0.0304986816 -0.0198712590
## body_type.Normal..185..         4.113127e-02 -0.0653698356  0.0127252295
## body_type.Stocky..170..         5.262025e-02 -0.2959583506  0.2196438577
## body_type.Stocky..170.185.      2.501557e-03  0.0900664038  0.0404745754
## body_type.Stocky..185..         1.031939e-01  0.0038973910 -0.1641840140
## body_type.Unique                7.375911e-03  0.0222075504  0.0418498163
## real_face.No                    6.828835e-02  0.0042944928  0.0808642223
## real_face.Yes                  -6.828835e-02 -0.0042944928 -0.0808642223
## pace                           -2.958562e-02 -0.0113265767 -0.0362217597
## shooting                        2.609380e-03  0.0095261618 -0.0211035104
## passing                         4.510975e-03  0.0178314054  0.0046215407
## dribbling                       3.744886e-03  0.0195059995  0.0130766790
## defending                      -4.391786e-03  0.0073262958 -0.0018154760
## physic                         -1.035906e-02 -0.0132994329 -0.0246320046
## attacking_crossing              2.414984e-02  0.0248433359  0.0198301100
## attacking_finishing            -4.920593e-05  0.0138424068 -0.0203975978
## attacking_heading_accuracy     -5.894763e-03  0.0410113941 -0.0018630427
## attacking_short_passing        -6.025084e-03  0.0298261026  0.0073265688
## attacking_volleys               1.747571e-03  0.0068222458 -0.0151555582
## skill_dribbling                 8.266717e-03  0.0146222582  0.0145516984
## skill_curve                     1.738632e-02  0.0021170194  0.0019441887
## skill_fk_accuracy               1.738262e-02 -0.0064002065 -0.0076397548
## skill_long_passing             -8.348306e-03  0.0126454032 -0.0013669626
## skill_ball_control              7.061636e-03  0.0356947480  0.0173535029
## movement_acceleration          -2.906178e-02 -0.0126561380 -0.0289533392
## movement_sprint_speed          -2.788958e-02 -0.0088952893 -0.0401739347
## movement_agility               -2.035685e-02 -0.0041917493 -0.0059729226
## movement_reactions             -8.141398e-03  0.0290559661  0.0056704029
## movement_balance               -4.261147e-03 -0.0006871134 -0.0003261599
## power_shot_power                5.032212e-03 -0.0006658321 -0.0283690708
## power_jumping                  -9.884461e-03  0.0248749918 -0.0405284812
## power_stamina                  -2.740472e-02 -0.0149725462 -0.0352473371
## power_strength                  1.282999e-03 -0.0104721790 -0.0056288551
## power_long_shots                6.664193e-03  0.0032884488 -0.0176581714
## mentality_aggression           -9.088319e-03 -0.0117585993 -0.0303915164
## mentality_interceptions        -3.632186e-03  0.0031887939 -0.0028355832
## mentality_positioning           1.687945e-03  0.0192803946 -0.0009609922
## mentality_vision               -5.476314e-03 -0.0003676127 -0.0092581235
## mentality_penalties             2.895008e-03  0.0057134954 -0.0056297630
## mentality_composure            -6.823175e-04 -0.0020308335  0.0081276862
## defending_marking_awareness    -3.992196e-03  0.0039406803  0.0013421211
## defending_standing_tackle      -4.379034e-03  0.0040321132 -0.0050549930
## defending_sliding_tackle       -1.840968e-03  0.0081382232  0.0019055900
## goalkeeping_diving              1.122696e-01  0.1736143698  0.1110408929
## goalkeeping_handling            9.817952e-02 -0.0966748963 -0.0275863706
## goalkeeping_kicking            -2.448522e-01 -0.0717960500  0.0096698879
## goalkeeping_positioning         1.076423e-01 -0.1108450605 -0.0246749560
## goalkeeping_reflexes            3.276309e-02 -0.0716608564  0.1236949279
##                                         PC61          PC62          PC63
## potential                       0.0027635746  0.0114334945  0.0152054772
## value_eur                       0.0107462378  0.0040302296  0.0114259764
## wage_eur                        0.0194331922  0.0049570354  0.0066666750
## age                             0.0328417930 -0.0507840559 -0.0426648127
## height_cm                      -0.0217934832  0.0016811213  0.0160776592
## weight_kg                      -0.0184579695  0.0567836401  0.0390975009
## league_level.1                  0.0087355065  0.0027707363  0.0631557605
## league_level.2                  0.0240799668 -0.1006280925  0.0429981021
## league_level.3                  0.0341231324  0.0785443801 -0.2137508501
## league_level.4                 -0.0869925493  0.0735499346  0.0685928680
## league_level.5                 -0.1232144908  0.0334963073 -0.0473281657
## club_position.CAM              -0.0224533573  0.0026800557  0.1126030174
## club_position.CB               -0.0105506423 -0.0586174656 -0.0092489462
## club_position.CDM               0.1594112372  0.0207599989 -0.0211992013
## club_position.CF               -0.1620380731 -0.2876228969 -0.3326150248
## club_position.CM                0.0639009328  0.0296898609  0.0000556445
## club_position.LAM              -0.1095108848 -0.0014581986  0.0889178699
## club_position.LB               -0.0170104816  0.0750051447 -0.0666008324
## club_position.LCB               0.0266149908 -0.1393471412  0.0238942525
## club_position.LCM               0.2466988199  0.0015262805  0.0711624802
## club_position.LDM               0.0301447063 -0.0092514956 -0.0819053674
## club_position.LF                0.1124294458  0.0989030217  0.2491850682
## club_position.LM               -0.0336911376 -0.0056183814  0.0732307086
## club_position.LS               -0.0140838210  0.3416519651 -0.1668390748
## club_position.LW                0.0159762244 -0.1019749455 -0.1700141599
## club_position.LWB               0.1978486782 -0.1196220089 -0.0258411880
## club_position.RAM              -0.0796399994 -0.1313536622  0.0619992233
## club_position.RB               -0.2047835673  0.1143834740 -0.1380542085
## club_position.RCB               0.0243484600 -0.0083950691 -0.0437427279
## club_position.RCM              -0.2203531051 -0.0600782557  0.0085098085
## club_position.RDM              -0.1453861044  0.1489408544 -0.0277012117
## club_position.RES              -0.0492560974  0.0669536160  0.0908262716
## club_position.RF               -0.2145767824 -0.0643505054  0.0225182183
## club_position.RM               -0.0192513195  0.0484782562  0.0657470270
## club_position.RS                0.1084258021 -0.0663810525 -0.1884143342
## club_position.RW                0.1745552451 -0.0346901624  0.0499772793
## club_position.RWB               0.1909399721 -0.0373219590 -0.0851452947
## club_position.ST                0.0248654278 -0.2324598993  0.0458347457
## club_position.SUB              -0.0096005235  0.0098987082  0.0322255615
## club_contract_valid_until.2021  0.0266311240 -0.0177408460 -0.0146803951
## club_contract_valid_until.2022  0.0081719249  0.0075381116  0.0776937333
## club_contract_valid_until.2023 -0.0428306383 -0.0212315333  0.1078997665
## club_contract_valid_until.2024  0.0047157976  0.0298350112 -0.0310037391
## club_contract_valid_until.2025  0.0362623732 -0.0292497762 -0.1653578075
## club_contract_valid_until.2026 -0.0480526669  0.1055458274 -0.1318121778
## club_contract_valid_until.2027 -0.0264415202 -0.1949575183 -0.0835857703
## club_contract_valid_until.2028  0.0307542569 -0.4560294433  0.1386298450
## club_contract_valid_until.2031  0.3334340251  0.0880372387 -0.0926448376
## preferred_foot.Left            -0.0004226647  0.0069722102 -0.0245926368
## preferred_foot.Right            0.0004226647 -0.0069722102  0.0245926368
## weak_foot.1                    -0.0874008788 -0.0312856411  0.0958969690
## weak_foot.2                    -0.0804185472  0.0511725098  0.0288777389
## weak_foot.3                     0.0187410664  0.0062461142 -0.0089421602
## weak_foot.4                     0.0704988962  0.0352210154  0.0186222815
## weak_foot.5                     0.0064522652 -0.2705697301 -0.1446845263
## skill_moves.2                   0.0036984955  0.0834551769 -0.0263730206
## skill_moves.3                  -0.0164751381 -0.0843732212  0.0269120386
## skill_moves.4                   0.0520391859 -0.0039790952  0.0036995992
## skill_moves.5                  -0.1220294540  0.0043432192 -0.0141747496
## international_reputation.1     -0.0107030557  0.0676704891  0.0286270769
## international_reputation.2      0.0578491597 -0.0814234994 -0.0603804762
## international_reputation.3     -0.1628700627  0.0043070202  0.0416912034
## international_reputation.4      0.1766868377  0.0165980837  0.0273515258
## international_reputation.5     -0.0235517699 -0.0289709242 -0.0166021304
## work_rate.High.High            -0.0512411464  0.0509958484 -0.0193178648
## work_rate.High.Low             -0.1094341418  0.1045255295  0.1719957893
## work_rate.High.Medium           0.0105201161 -0.0032993162  0.0849635756
## work_rate.Low.High             -0.0660393682  0.0344005219 -0.0610250250
## work_rate.Low.Low              -0.0001128793  0.0119703474 -0.1536287194
## work_rate.Low.Medium            0.2492713974  0.0209755927 -0.0088967450
## work_rate.Medium.High          -0.0652057460 -0.1074304097  0.0414200220
## work_rate.Medium.Low            0.0539189528  0.0001364670 -0.3450854741
## work_rate.Medium.Medium         0.0215082952 -0.0182544832  0.0242891480
## body_type.Lean..170..          -0.0635034367  0.1458818347  0.0232667592
## body_type.Lean..170.185.        0.0714264548 -0.1117985546 -0.0196790458
## body_type.Lean..185..           0.0250493678 -0.0492630461  0.0379443588
## body_type.Normal..170..        -0.1792606608 -0.0543058068 -0.1399731645
## body_type.Normal..170.185.      0.0477836594 -0.0482609641  0.0011724010
## body_type.Normal..185..        -0.0894335446  0.0667200703 -0.0718138093
## body_type.Stocky..170..         0.2965377092  0.0445343433  0.2173071824
## body_type.Stocky..170.185.      0.0478157255  0.1687008691  0.0623491234
## body_type.Stocky..185..        -0.1034578010  0.0678915817  0.1376356428
## body_type.Unique                0.0149934034  0.0532498861  0.0367522463
## real_face.No                    0.0182101025 -0.0870081372 -0.0440653274
## real_face.Yes                  -0.0182101025  0.0870081372  0.0440653274
## pace                           -0.0069832929  0.0117886902  0.0268846215
## shooting                       -0.0077920758  0.0234549999  0.0161583006
## passing                        -0.0142245568  0.0107386453 -0.0081205756
## dribbling                      -0.0028955135  0.0015630507 -0.0203429491
## defending                      -0.0025462624  0.0041700466  0.0018068152
## physic                         -0.0030471407  0.0246412897  0.0214285816
## attacking_crossing             -0.0295166578  0.0258961780 -0.0281212872
## attacking_finishing            -0.0063465615  0.0162900944  0.0130829114
## attacking_heading_accuracy      0.0153882016 -0.0527422945 -0.0231414325
## attacking_short_passing         0.0013952923 -0.0114136916 -0.0121339955
## attacking_volleys               0.0020405647  0.0053965305  0.0033404717
## skill_dribbling                -0.0227648284  0.0147609840 -0.0122145710
## skill_curve                    -0.0172259219  0.0189352388  0.0019328763
## skill_fk_accuracy              -0.0134808808  0.0089074422  0.0176868301
## skill_long_passing             -0.0092750468  0.0043684818  0.0014031411
## skill_ball_control              0.0045790981 -0.0050137431 -0.0240793558
## movement_acceleration          -0.0001704460  0.0076824642  0.0223771520
## movement_sprint_speed          -0.0116509910  0.0141079212  0.0289239100
## movement_agility                0.0262206611 -0.0105820203 -0.0193908210
## movement_reactions              0.0280974025 -0.0338835725 -0.0209189001
## movement_balance                0.0465606224 -0.0175107109 -0.0277420031
## power_shot_power               -0.0115695602  0.0389088149  0.0280125067
## power_jumping                   0.0854205297 -0.0809527416 -0.0177858141
## power_stamina                  -0.0176893169  0.0009670572 -0.0038695297
## power_strength                 -0.0042706076  0.0360624053  0.0272444939
## power_long_shots               -0.0096718262  0.0297596057  0.0181561853
## mentality_aggression           -0.0023697543  0.0199594782  0.0201846014
## mentality_interceptions        -0.0041730624  0.0063732805  0.0019239792
## mentality_positioning          -0.0098353664  0.0236955920 -0.0063822211
## mentality_vision               -0.0122769404  0.0173628134  0.0072999598
## mentality_penalties             0.0097201269 -0.0096832468  0.0039446172
## mentality_composure             0.0234474297 -0.0227757673 -0.0178668410
## defending_marking_awareness     0.0007532493  0.0015910209 -0.0005825019
## defending_standing_tackle      -0.0072352368  0.0125459877  0.0074209306
## defending_sliding_tackle       -0.0047741328  0.0140712868  0.0052643712
## goalkeeping_diving              0.0620769128  0.1570340497 -0.1257553597
## goalkeeping_handling           -0.1105729209  0.0386608213 -0.1071854936
## goalkeeping_kicking             0.1345152851 -0.0150104222  0.0181988926
## goalkeeping_positioning        -0.0049847404  0.0692245865 -0.0467280675
## goalkeeping_reflexes           -0.1769217268 -0.1710624656  0.3291174864
##                                         PC64          PC65          PC66
## potential                      -0.0223861260 -0.0184237025 -0.0095098573
## value_eur                       0.0030931972  0.0145666227  0.0091751391
## wage_eur                       -0.0119561566  0.0256817616 -0.0013287355
## age                             0.0289968859  0.0433816391  0.0229940161
## height_cm                      -0.0245850233 -0.0155571223  0.0087599058
## weight_kg                      -0.0100472858 -0.0150338947 -0.0113128341
## league_level.1                  0.0026896356  0.0069361117 -0.0205914803
## league_level.2                  0.0292701484 -0.0331932970  0.0169548579
## league_level.3                 -0.0018905875  0.1166452070 -0.0072458022
## league_level.4                 -0.0592354125 -0.0818020121  0.0156767177
## league_level.5                 -0.0068054078 -0.1358897979  0.0483414243
## club_position.CAM               0.0325491622 -0.1472057756  0.0884298248
## club_position.CB               -0.0305384303  0.0123680481 -0.0165683290
## club_position.CDM               0.1113933820 -0.0728799530 -0.0404589634
## club_position.CF               -0.2578866696 -0.0526275009 -0.0773610709
## club_position.CM                0.0054343181  0.0828789590 -0.0576225215
## club_position.LAM               0.0697720586  0.0278131556 -0.0095073976
## club_position.LB               -0.0781456670  0.0372580472  0.1218071052
## club_position.LCB               0.0879572621  0.0539665457 -0.0013099827
## club_position.LCM              -0.0826690734 -0.0570757128 -0.0663425548
## club_position.LDM              -0.0267293898 -0.1526125510  0.0270791252
## club_position.LF               -0.1166590859 -0.0428486374  0.1077647494
## club_position.LM                0.0517010273  0.0463901792 -0.0543539594
## club_position.LS               -0.0034164769  0.2148520156 -0.1751986499
## club_position.LW                0.0216932748  0.0661327941 -0.1929826508
## club_position.LWB              -0.0478162476  0.0707385239 -0.0342171251
## club_position.RAM               0.1062120357 -0.1535682773 -0.0595484430
## club_position.RB               -0.0147810599  0.0564183162  0.0560261791
## club_position.RCB              -0.0907815093 -0.0006835705  0.0116397293
## club_position.RCM               0.0590697141  0.1080485062 -0.0509891741
## club_position.RDM              -0.0268505050 -0.0015195768  0.0493405748
## club_position.RES               0.0247051335 -0.0521848231 -0.0425903581
## club_position.RF               -0.0256688453 -0.2563273842  0.0358554970
## club_position.RM                0.0193853969  0.0280294475  0.0482020497
## club_position.RS                0.0221734769  0.1194205700  0.0916062927
## club_position.RW               -0.0898263779 -0.0255084727  0.0469936211
## club_position.RWB               0.0983568796  0.1141850487  0.0100016124
## club_position.ST                0.0286303593 -0.0873122609  0.1534727045
## club_position.SUB              -0.0077885157 -0.0276007527 -0.0191382485
## club_contract_valid_until.2021  0.0467500477 -0.0991559375  0.0247028415
## club_contract_valid_until.2022 -0.0450819786 -0.0054865814 -0.0179990181
## club_contract_valid_until.2023  0.0246543395 -0.0223321716 -0.0422386824
## club_contract_valid_until.2024 -0.0149907833  0.0615119732 -0.0087734826
## club_contract_valid_until.2025  0.0209404847  0.0645424897 -0.0042724954
## club_contract_valid_until.2026 -0.0281560767  0.0615214231  0.1414503279
## club_contract_valid_until.2027 -0.0036522834 -0.1931376791 -0.0299665336
## club_contract_valid_until.2028 -0.0253541014 -0.0234717123  0.2653575832
## club_contract_valid_until.2031  0.1097154140 -0.1291174915  0.0466058554
## preferred_foot.Left             0.0146823534  0.0173972016  0.0024686962
## preferred_foot.Right           -0.0146823534 -0.0173972016 -0.0024686962
## weak_foot.1                    -0.0665689833 -0.0685514504 -0.0582257571
## weak_foot.2                    -0.0592739944 -0.1177883332 -0.1059870491
## weak_foot.3                     0.0069145687 -0.0107469594  0.0097989695
## weak_foot.4                     0.0345366351  0.1558409785  0.1281927039
## weak_foot.5                     0.0818306482 -0.0196126402 -0.0580539979
## skill_moves.2                  -0.0084464612 -0.0127908018 -0.0230756050
## skill_moves.3                  -0.0027942238  0.0095892993  0.0169220444
## skill_moves.4                   0.0112350138  0.0415169902  0.0193896240
## skill_moves.5                   0.0471255315 -0.1520888845 -0.0276810923
## international_reputation.1     -0.0225701304  0.0227850095  0.0173213064
## international_reputation.2     -0.0313257676 -0.0892625737 -0.0404439719
## international_reputation.3      0.1631685192  0.1274155417  0.0278455553
## international_reputation.4     -0.1360817629 -0.0133370830  0.0087846949
## international_reputation.5      0.0405707482 -0.0194015295  0.0422892753
## work_rate.High.High            -0.0338432972  0.0343796855  0.0165762273
## work_rate.High.Low             -0.0041406485 -0.0663174055  0.1321512313
## work_rate.High.Medium           0.0174475592 -0.0115518879 -0.1003479281
## work_rate.Low.High              0.0327645023  0.0298166613  0.0164747076
## work_rate.Low.Low              -0.0398224766  0.1268752067  0.2253761177
## work_rate.Low.Medium            0.0358182278 -0.0720798692  0.0146471431
## work_rate.Medium.High          -0.0333496359 -0.0232492307 -0.0066536018
## work_rate.Medium.Low           -0.0092908127  0.1448728086 -0.0192535449
## work_rate.Medium.Medium         0.0108360958 -0.0247746957 -0.0030888512
## body_type.Lean..170..          -0.1238099950 -0.0322281362  0.1013142924
## body_type.Lean..170.185.        0.0580287863  0.0161839591 -0.0125239423
## body_type.Lean..185..          -0.0181900113  0.0456220024  0.0400740478
## body_type.Normal..170..        -0.0037431177 -0.0073068722 -0.1441071133
## body_type.Normal..170.185.     -0.0121881211  0.0004333296  0.0179000840
## body_type.Normal..185..        -0.0346043138 -0.0436807165  0.0215868720
## body_type.Stocky..170..         0.1366919530  0.0839566238 -0.0011707067
## body_type.Stocky..170.185.      0.0817914719  0.0354533519  0.0570609379
## body_type.Stocky..185..        -0.0457234409 -0.1186545252 -0.1948927328
## body_type.Unique                0.0254260859  0.0649961061  0.0335643634
## real_face.No                    0.0097313690  0.0243189091  0.0217903813
## real_face.Yes                  -0.0097313690 -0.0243189091 -0.0217903813
## pace                           -0.0137791224 -0.0465287342 -0.0043538605
## shooting                       -0.0016479587 -0.0167740262 -0.0203094996
## passing                        -0.0083165823  0.0007173685  0.0141073656
## dribbling                      -0.0167827909  0.0000570526 -0.0014921968
## defending                      -0.0035315965  0.0051273689  0.0073497150
## physic                          0.0091911181 -0.0264866846 -0.0209356205
## attacking_crossing             -0.0080537336  0.0215980611  0.0350258457
## attacking_finishing            -0.0025493562 -0.0087558207 -0.0172317893
## attacking_heading_accuracy      0.0079047850  0.0225323136  0.0139255714
## attacking_short_passing        -0.0103124732  0.0025101204  0.0119058097
## attacking_volleys               0.0056493506  0.0005918380 -0.0092764098
## skill_dribbling                -0.0271304223 -0.0022791208 -0.0004229687
## skill_curve                     0.0088132476  0.0037418509  0.0102065717
## skill_fk_accuracy               0.0190001087 -0.0070439389  0.0099835588
## skill_long_passing             -0.0097258059 -0.0136099363  0.0040181525
## skill_ball_control             -0.0169729841  0.0073017240 -0.0005881703
## movement_acceleration          -0.0078792091 -0.0413411647 -0.0034289854
## movement_sprint_speed          -0.0174796721 -0.0482920384 -0.0046186472
## movement_agility                0.0081842750 -0.0247737264 -0.0037251515
## movement_reactions              0.0024021438  0.0159257741 -0.0020535139
## movement_balance                0.0251237014  0.0117282978 -0.0028397526
## power_shot_power               -0.0007013765 -0.0314368869 -0.0271983233
## power_jumping                   0.0806497536  0.0042512919  0.0099358473
## power_stamina                   0.0010267297 -0.0485799543 -0.0404913626
## power_strength                  0.0006625053 -0.0140481779 -0.0065152656
## power_long_shots                0.0004728307 -0.0283621594 -0.0236094050
## mentality_aggression            0.0121763031 -0.0127097141 -0.0191611989
## mentality_interceptions        -0.0005445054 -0.0008241680  0.0052489896
## mentality_positioning          -0.0178329838  0.0025699036 -0.0061835693
## mentality_vision               -0.0126328096 -0.0138116658 -0.0058303633
## mentality_penalties             0.0074340215 -0.0067431716 -0.0045903020
## mentality_composure             0.0068680187  0.0133901926 -0.0014071692
## defending_marking_awareness    -0.0046751517  0.0032751870  0.0067719814
## defending_standing_tackle      -0.0040672750  0.0042565954  0.0067550898
## defending_sliding_tackle       -0.0084218321  0.0097443408  0.0061870949
## goalkeeping_diving              0.0353941589 -0.4612885388  0.0436739731
## goalkeeping_handling            0.6044941933 -0.0613024653  0.0951363737
## goalkeeping_kicking            -0.2754688814 -0.0620798907 -0.5602822530
## goalkeeping_positioning        -0.4745606226  0.0227970368  0.4305155493
## goalkeeping_reflexes           -0.0486874944  0.4414601780 -0.1000696204
##                                         PC67          PC68          PC69
## potential                       2.292483e-02  0.0043650919  0.0074249990
## value_eur                      -1.469949e-02 -0.0584162689  0.0046145002
## wage_eur                       -2.234077e-03 -0.0249643430  0.0085032190
## age                            -3.571775e-02 -0.0091399961 -0.0262257745
## height_cm                       1.047063e-02 -0.0103617291 -0.0111903469
## weight_kg                       4.917975e-02 -0.0309115009  0.0227112675
## league_level.1                  4.054615e-03  0.0441092540 -0.0240394352
## league_level.2                 -7.940448e-02 -0.0780748745 -0.1471825028
## league_level.3                  9.970469e-02 -0.0269111991  0.0138631491
## league_level.4                 -7.786582e-03  0.0754087790  0.2962691138
## league_level.5                  6.887043e-02  0.0319013936  0.1273007734
## club_position.CAM               4.527556e-02  0.0290817913 -0.1415858562
## club_position.CB                7.851112e-02 -0.0057264970 -0.0934028832
## club_position.CDM              -5.796166e-02  0.0700916168  0.0497236201
## club_position.CF                8.954003e-02  0.1681320278 -0.0047908514
## club_position.CM                3.026154e-02 -0.0427392294  0.0037879126
## club_position.LAM              -5.586041e-02 -0.0196437157 -0.1042422988
## club_position.LB               -4.601290e-02  0.0377476484  0.0866041135
## club_position.LCB              -5.221219e-02  0.0897476849 -0.0816905862
## club_position.LCM              -2.356203e-02  0.0795895172 -0.0116619156
## club_position.LDM               1.895460e-02 -0.0481798976 -0.0380006991
## club_position.LF               -1.763279e-02  0.0558065604  0.0007997016
## club_position.LM               -5.694930e-02  0.0587043050  0.0400942099
## club_position.LS               -5.324489e-02  0.1629557494 -0.1886059369
## club_position.LW               -8.602011e-02 -0.0381877410 -0.0179002352
## club_position.LWB              -4.468108e-02 -0.1025526175 -0.0335332895
## club_position.RAM              -1.028691e-01 -0.0231478476 -0.1396364426
## club_position.RB               -3.917921e-03  0.0105674866  0.2362548287
## club_position.RCB              -5.040703e-02 -0.0074909305  0.0400243548
## club_position.RCM               1.095945e-01 -0.0041089395  0.0112282941
## club_position.RDM              -1.274562e-01 -0.0280938065  0.1056173295
## club_position.RES               6.435292e-02 -0.0734997359 -0.0526814341
## club_position.RF               -1.160285e-01 -0.0545001131  0.0098011382
## club_position.RM               -8.735368e-03  0.0173011721  0.0272427868
## club_position.RS               -4.458558e-02 -0.1655929425  0.0406184302
## club_position.RW                5.574976e-02 -0.0346175092 -0.0814033330
## club_position.RWB               1.949133e-01 -0.0926100742 -0.0208784683
## club_position.ST                7.509572e-02  0.1289679601  0.1735391680
## club_position.SUB               4.656407e-03 -0.0385117997 -0.0265812320
## club_contract_valid_until.2021  2.042564e-02 -0.0693450273 -0.1229477162
## club_contract_valid_until.2022  1.644297e-02  0.0315483806 -0.0960157359
## club_contract_valid_until.2023 -2.327346e-02  0.0157537863  0.0075513786
## club_contract_valid_until.2024  2.744544e-02  0.0409319283  0.0605645555
## club_contract_valid_until.2025 -4.764272e-02 -0.0562385912  0.1690685317
## club_contract_valid_until.2026 -5.804375e-02 -0.0500442418  0.0894222108
## club_contract_valid_until.2027  2.641691e-01  0.2816995061 -0.1075042796
## club_contract_valid_until.2028  1.350671e-02 -0.1316463471  0.2245671208
## club_contract_valid_until.2031 -7.675834e-02  0.0201708248  0.0044460871
## preferred_foot.Left             1.161522e-02 -0.0103597565  0.0473971847
## preferred_foot.Right           -1.161522e-02  0.0103597565 -0.0473971847
## weak_foot.1                     5.705528e-03 -0.1496127423 -0.0515533443
## weak_foot.2                     6.155706e-02  0.0030715897 -0.2103130126
## weak_foot.3                     1.317031e-02  0.0059115995 -0.0168860860
## weak_foot.4                    -3.693291e-02 -0.0158611078  0.2079738677
## weak_foot.5                    -1.350689e-01  0.0702157700  0.1317699988
## skill_moves.2                  -6.509300e-03  0.0642657637 -0.0053524568
## skill_moves.3                  -1.308422e-02 -0.0794138136  0.0205778694
## skill_moves.4                   5.274293e-02  0.0227863291  0.0025048691
## skill_moves.5                  -6.537796e-02  0.0110947835 -0.1373934444
## international_reputation.1      8.187525e-02  0.1667578793  0.0687426656
## international_reputation.2     -3.838635e-03 -0.0180808111 -0.0908666474
## international_reputation.3     -2.223218e-01 -0.4110297152  0.0249092952
## international_reputation.4      6.530357e-02  0.0978261086 -0.0306698886
## international_reputation.5      1.520554e-01  0.2692261502  0.0755502617
## work_rate.High.High            -2.322647e-02  0.0199211407 -0.1550299382
## work_rate.High.Low              2.635801e-01 -0.0074722090  0.2564622212
## work_rate.High.Medium          -6.405470e-02 -0.0058203166 -0.0481710282
## work_rate.Low.High              7.130000e-02 -0.0405390893  0.0833511789
## work_rate.Low.Low              -3.905465e-02  0.1256259378 -0.2229918754
## work_rate.Low.Medium           -3.581734e-02  0.0964529445  0.0855010995
## work_rate.Medium.High          -2.420767e-02 -0.0701927382 -0.0650328823
## work_rate.Medium.Low           -6.851082e-03  0.0044838573  0.0847378299
## work_rate.Medium.Medium        -3.684867e-02  0.0091397771 -0.0189521644
## body_type.Lean..170..           9.733528e-03  0.0324317014 -0.0537778006
## body_type.Lean..170.185.       -5.535095e-02  0.0610054432 -0.0015196279
## body_type.Lean..185..          -7.167899e-03  0.0241179761 -0.0696117249
## body_type.Normal..170..        -2.832705e-05 -0.0850004742 -0.0037095275
## body_type.Normal..170.185.      8.201454e-03  0.0189532695 -0.0100358527
## body_type.Normal..185..         7.748117e-03 -0.0300252717 -0.0244200172
## body_type.Stocky..170..         9.259694e-02 -0.0855200327 -0.0064812351
## body_type.Stocky..170.185.     -1.329954e-02  0.0630935489  0.1922119733
## body_type.Stocky..185..         1.136412e-01 -0.1181035440  0.0913719977
## body_type.Unique               -2.265686e-02 -0.1040705118 -0.0013270937
## real_face.No                   -8.491458e-02 -0.1963661042 -0.0526941054
## real_face.Yes                   8.491458e-02  0.1963661042  0.0526941054
## pace                            1.314544e-02 -0.0097655512 -0.0525173227
## shooting                       -1.470433e-02 -0.0084245707 -0.0229890249
## passing                         2.511257e-02  0.0110543555  0.0153040531
## dribbling                       9.475420e-03  0.0157024058 -0.0074930477
## defending                       6.257185e-03 -0.0114646090  0.0112225322
## physic                          1.626731e-02  0.0064430099 -0.0164156693
## attacking_crossing              2.581743e-02 -0.0026879841  0.0392002664
## attacking_finishing            -1.975903e-02 -0.0039015491 -0.0277174366
## attacking_heading_accuracy     -4.737125e-02  0.0149400822 -0.0370127287
## attacking_short_passing         1.734029e-02  0.0271876575 -0.0043148161
## attacking_volleys              -1.754901e-02 -0.0160516948 -0.0195097568
## skill_dribbling                 1.952637e-02  0.0054166751 -0.0050198541
## skill_curve                     1.718343e-02 -0.0146988999  0.0395707149
## skill_fk_accuracy               1.944842e-02 -0.0215320542  0.0440242756
## skill_long_passing              2.800805e-02  0.0244670552  0.0133727074
## skill_ball_control              5.139012e-03  0.0228749613 -0.0025480967
## movement_acceleration           1.164539e-02 -0.0076409794 -0.0466501557
## movement_sprint_speed           1.340516e-02 -0.0108755766 -0.0546038638
## movement_agility               -2.350465e-03  0.0212793760 -0.0225426712
## movement_reactions             -1.769848e-02  0.0305938716 -0.0275697945
## movement_balance               -2.806586e-02  0.0127504283  0.0037297358
## power_shot_power               -1.275524e-02 -0.0151365254 -0.0188413133
## power_jumping                  -7.008160e-02  0.0097184285 -0.0477348192
## power_stamina                  -1.787667e-03  0.0141715897 -0.0286796551
## power_strength                  2.548829e-02  0.0004479738  0.0060633394
## power_long_shots               -1.589562e-03 -0.0121325073 -0.0095601694
## mentality_aggression            1.668084e-02  0.0050817592 -0.0341192291
## mentality_interceptions         6.193673e-03 -0.0123018329  0.0072301522
## mentality_positioning           1.379374e-03  0.0013122835 -0.0199603575
## mentality_vision                2.125777e-02  0.0036664331 -0.0117826656
## mentality_penalties            -2.209854e-02 -0.0112208431 -0.0173967614
## mentality_composure            -2.539423e-03  0.0178103621  0.0004244480
## defending_marking_awareness     5.358336e-03 -0.0109073007  0.0179101746
## defending_standing_tackle       1.561404e-02 -0.0129281265  0.0131622435
## defending_sliding_tackle        1.166770e-02 -0.0151963476  0.0179025557
## goalkeeping_diving             -4.964623e-01  0.0820151635  0.0915157089
## goalkeeping_handling            3.376988e-01 -0.0809972606 -0.1344255255
## goalkeeping_kicking             1.852467e-01 -0.2534265905  0.1903039914
## goalkeeping_positioning         1.191655e-01 -0.2252765691 -0.2212198073
## goalkeeping_reflexes           -2.724968e-01  0.3015602491 -0.0473383815
##                                         PC70         PC71         PC72
## potential                      -8.309302e-03 -0.001503724  0.087409915
## value_eur                       7.268643e-02  0.007760542  0.067404451
## wage_eur                        8.718405e-02  0.041313881  0.016813381
## age                            -2.367039e-02  0.050580010 -0.077780973
## height_cm                       2.250047e-02 -0.064745605 -0.019660278
## weight_kg                       4.013820e-02 -0.093350551  0.001097901
## league_level.1                 -3.731811e-02 -0.008577896  0.105939712
## league_level.2                  3.322893e-02 -0.052353009  0.086480064
## league_level.3                  3.271222e-02  0.055438177 -0.150705593
## league_level.4                 -4.709918e-03  0.041998582 -0.210982798
## league_level.5                 -6.680688e-02  0.019035015 -0.022508462
## club_position.CAM               4.581320e-02  0.061031918  0.137928938
## club_position.CB               -5.520347e-02  0.089580111  0.007035766
## club_position.CDM               5.718828e-02 -0.125767320  0.116620297
## club_position.CF                1.317838e-01  0.076402996  0.049922949
## club_position.CM                1.352849e-02 -0.109619644  0.115419447
## club_position.LAM               4.606471e-02  0.010548768  0.057280189
## club_position.LB               -4.018297e-03 -0.395603579 -0.079087319
## club_position.LCB              -2.541598e-02 -0.052077652 -0.077353040
## club_position.LCM               5.968046e-02 -0.144514624  0.155051484
## club_position.LDM               5.431638e-02 -0.147779926  0.145259381
## club_position.LF                4.523864e-02  0.090809587  0.007316849
## club_position.LM               -3.893814e-02  0.058174322  0.017706586
## club_position.LS                3.310105e-05  0.025741130  0.118730595
## club_position.LW               -1.266307e-01  0.086167155  0.010811297
## club_position.LWB               5.945674e-02 -0.259871240 -0.078451838
## club_position.RAM               1.333454e-03 -0.026829414  0.009553043
## club_position.RB               -7.356820e-02  0.218945313  0.169107013
## club_position.RCB              -1.376131e-01  0.228247263  0.053878520
## club_position.RCM               1.853676e-02 -0.163038847  0.215622737
## club_position.RDM               1.038953e-01 -0.081045719  0.136927488
## club_position.RES               7.539860e-02  0.074800657 -0.462059569
## club_position.RF                1.596805e-02 -0.049346283  0.028246729
## club_position.RM               -3.503739e-02  0.119868976  0.039842641
## club_position.RS                5.795562e-03 -0.028525902  0.111546756
## club_position.RW               -5.520407e-02  0.107692740  0.023309279
## club_position.RWB              -2.727001e-02  0.123396541  0.069030771
## club_position.ST               -6.395376e-02 -0.037243610  0.140884750
## club_position.SUB               2.139024e-02  0.030766458 -0.080237967
## club_contract_valid_until.2021  1.860080e-01 -0.075071769 -0.182559427
## club_contract_valid_until.2022  3.071675e-02 -0.042612173  0.164137701
## club_contract_valid_until.2023 -2.007954e-02  0.006783496  0.067016144
## club_contract_valid_until.2024 -7.604736e-02  0.041629190 -0.044943968
## club_contract_valid_until.2025 -1.013987e-01  0.030881533 -0.110774235
## club_contract_valid_until.2026 -2.108589e-02  0.106000264 -0.006461605
## club_contract_valid_until.2027 -1.375639e-01 -0.016484242 -0.046492446
## club_contract_valid_until.2028 -7.424845e-02  0.035053980 -0.022909164
## club_contract_valid_until.2031 -3.937394e-02  0.079240100 -0.039205709
## preferred_foot.Left            -3.248665e-02  0.161264717  0.111286754
## preferred_foot.Right            3.248665e-02 -0.161264717 -0.111286754
## weak_foot.1                    -8.203574e-03  0.045493070  0.020836197
## weak_foot.2                     7.153176e-02  0.067585314 -0.041814195
## weak_foot.3                     2.623801e-02 -0.004262383 -0.015186300
## weak_foot.4                    -1.267767e-01 -0.046532440  0.047701022
## weak_foot.5                     4.851779e-02 -0.074972471  0.040997229
## skill_moves.2                  -1.754096e-01 -0.006725787 -0.058082216
## skill_moves.3                   1.197500e-01  0.036898964  0.042633632
## skill_moves.4                   2.481252e-01 -0.012174439  0.045617821
## skill_moves.5                  -5.778226e-01 -0.198061141 -0.056031359
## international_reputation.1     -5.326148e-02  0.042972793 -0.037516397
## international_reputation.2      4.232779e-02 -0.051848765  0.037888233
## international_reputation.3      3.404086e-02 -0.002162782  0.025086501
## international_reputation.4     -1.422863e-01 -0.029932382 -0.044188097
## international_reputation.5      4.198169e-01  0.132121354  0.029927535
## work_rate.High.High            -1.180494e-01  0.155873686  0.087071215
## work_rate.High.Low             -5.653569e-03 -0.124592521 -0.095706976
## work_rate.High.Medium           2.043784e-02  0.015900854  0.052354739
## work_rate.Low.High              4.905521e-02 -0.085179227  0.005134277
## work_rate.Low.Low              -6.649437e-03 -0.051110697 -0.037870168
## work_rate.Low.Medium            2.363137e-02 -0.103399699  0.016437114
## work_rate.Medium.High          -4.034699e-03  0.159175730  0.010984512
## work_rate.Medium.Low           -6.680366e-03 -0.206397235 -0.152925155
## work_rate.Medium.Medium         2.622502e-02  0.015663625  0.008637444
## body_type.Lean..170..           5.930937e-02  0.004450337 -0.035125557
## body_type.Lean..170.185.       -5.898673e-02  0.109994347  0.020842034
## body_type.Lean..185..          -2.500913e-02  0.034370930 -0.063407063
## body_type.Normal..170..         4.301869e-02 -0.041607184 -0.049095356
## body_type.Normal..170.185.     -2.863113e-02  0.034125686  0.038080260
## body_type.Normal..185..         8.237551e-02 -0.157390821 -0.055536422
## body_type.Stocky..170..        -6.239584e-02 -0.007077126  0.019397929
## body_type.Stocky..170.185.     -4.090518e-02 -0.016589011  0.106323119
## body_type.Stocky..185..        -2.870453e-02 -0.039798084  0.061086486
## body_type.Unique                1.373079e-01  0.029376650 -0.003680652
## real_face.No                    7.848015e-02  0.018432165 -0.024530075
## real_face.Yes                  -7.848015e-02 -0.018432165  0.024530075
## pace                            3.571892e-02 -0.098607210 -0.066232361
## shooting                        1.925938e-03  0.036643811 -0.042571401
## passing                        -1.770979e-02 -0.017364608 -0.035130859
## dribbling                      -2.260519e-02 -0.025590832  0.012430975
## defending                       1.452672e-02 -0.003905324 -0.060663757
## physic                          2.717912e-02 -0.012518678  0.001457369
## attacking_crossing             -3.930202e-02  0.008647753 -0.051823096
## attacking_finishing             3.256893e-03  0.035049813 -0.001583568
## attacking_heading_accuracy     -2.171549e-02  0.114113267 -0.093351237
## attacking_short_passing        -2.101783e-02 -0.029833179  0.014081365
## attacking_volleys              -9.184922e-03  0.055039282 -0.065541801
## skill_dribbling                -1.951898e-02 -0.033118419  0.012324498
## skill_curve                    -1.562942e-02  0.025556178 -0.112599119
## skill_fk_accuracy               7.113643e-03  0.042996399 -0.133616077
## skill_long_passing             -1.377794e-02 -0.031892468 -0.048785676
## skill_ball_control             -3.416037e-02 -0.028254438  0.043426801
## movement_acceleration           3.664584e-02 -0.083252232 -0.050212092
## movement_sprint_speed           3.199847e-02 -0.105396104 -0.075650647
## movement_agility                6.400306e-03 -0.027318840 -0.055484381
## movement_reactions             -7.675540e-03  0.027571613  0.021827224
## movement_balance               -8.199877e-03  0.046518161 -0.008670907
## power_shot_power               -4.176687e-03  0.031842559 -0.107321057
## power_jumping                   2.307561e-02  0.172396618 -0.221899299
## power_stamina                   3.935800e-02 -0.036272729  0.123987968
## power_strength                  2.732611e-02 -0.037368302  0.004165765
## power_long_shots                9.854655e-03  0.025620117 -0.072247767
## mentality_aggression           -1.086582e-02  0.039966511 -0.084227114
## mentality_interceptions         1.868406e-02 -0.014055567 -0.049059593
## mentality_positioning          -5.444528e-04 -0.002877956  0.015754028
## mentality_vision                1.034390e-02 -0.036731246  0.003692606
## mentality_penalties            -1.666964e-02  0.095090240 -0.064788426
## mentality_composure            -2.755269e-02  0.009779798 -0.015548470
## defending_marking_awareness     8.682820e-03 -0.011451131 -0.054191410
## defending_standing_tackle       2.044632e-02 -0.011438848 -0.052180035
## defending_sliding_tackle        1.596462e-02 -0.009219362 -0.066435983
## goalkeeping_diving              9.948456e-03  0.045924545  0.037335643
## goalkeeping_handling           -9.374040e-02 -0.042092711  0.079768829
## goalkeeping_kicking            -8.533779e-02 -0.006334212  0.055855221
## goalkeeping_positioning        -1.070788e-01 -0.028584030  0.092197461
## goalkeeping_reflexes           -5.755704e-02 -0.110243516 -0.061368146
##                                         PC73          PC74          PC75
## potential                      -0.0706210875  0.1775576987  2.143619e-02
## value_eur                      -0.0319821849  0.0160042534 -5.011540e-04
## wage_eur                       -0.0278981916 -0.0209699024 -1.067376e-02
## age                             0.0084896169 -0.0957043783  2.429472e-03
## height_cm                       0.0200097635  0.0138699516 -1.112748e-02
## weight_kg                       0.0105536387  0.0243255205 -2.578428e-02
## league_level.1                  0.0169796246 -0.0773382353 -1.319850e-02
## league_level.2                  0.0638440130 -0.0599379082 -3.467180e-02
## league_level.3                 -0.0630745043  0.0977103774  3.323995e-02
## league_level.4                 -0.0621209600  0.1587451433  5.294699e-02
## league_level.5                 -0.0721936492  0.0429963948  2.475980e-03
## club_position.CAM               0.0266304179 -0.1730415332  1.232752e-02
## club_position.CB               -0.0414192698  0.1218543060 -1.906469e-01
## club_position.CDM               0.1137328075  0.0281702044 -9.851491e-02
## club_position.CF               -0.0170377815 -0.0441280485 -1.998865e-02
## club_position.CM                0.0808199796  0.0325539486 -5.272855e-02
## club_position.LAM              -0.0027935772 -0.0408759451 -4.842708e-02
## club_position.LB               -0.3956946733 -0.2477806377 -3.473196e-02
## club_position.LCB              -0.3063939045  0.0964001256 -2.549887e-01
## club_position.LCM               0.1433266019 -0.0947557208 -8.892107e-02
## club_position.LDM               0.0250101938 -0.0063712296 -8.390462e-02
## club_position.LF                0.0144276822 -0.0490118763  1.394616e-02
## club_position.LM               -0.1085678028 -0.1699476504  1.345177e-01
## club_position.LS               -0.0735517988  0.1068031151  1.878877e-01
## club_position.LW               -0.0271942285 -0.0767568736  9.063931e-02
## club_position.LWB              -0.1458781230 -0.1200063669 -9.224708e-03
## club_position.RAM              -0.0143309712 -0.0356218243 -5.709780e-03
## club_position.RB                0.1481687467 -0.0589671355 -9.766584e-02
## club_position.RCB              -0.0259981505  0.1990904143 -3.055510e-01
## club_position.RCM               0.1892865105 -0.0562625869 -9.266534e-02
## club_position.RDM               0.1366186706 -0.0013233289 -6.881339e-02
## club_position.RES               0.1839491508  0.1045140625  1.009235e-01
## club_position.RF                0.0001253390 -0.0553897277  4.111888e-02
## club_position.RM                0.0085749372 -0.1895421238  9.769697e-02
## club_position.RS               -0.0229248519  0.1174030154  2.032468e-01
## club_position.RW               -0.0956597970 -0.1564666615  1.070410e-01
## club_position.RWB               0.0960551018 -0.0258867593 -4.586421e-02
## club_position.ST               -0.0659488014  0.2811336096  3.303275e-01
## club_position.SUB               0.0114520288  0.0294153692  5.468380e-02
## club_contract_valid_until.2021  0.0674590677  0.3708364119 -3.981918e-02
## club_contract_valid_until.2022 -0.0070809822  0.0797827505 -2.306982e-02
## club_contract_valid_until.2023 -0.0065324808 -0.0489095014  1.277999e-02
## club_contract_valid_until.2024 -0.0212457766 -0.1507856913  3.229505e-02
## club_contract_valid_until.2025  0.0075274890 -0.1355155741  3.092827e-02
## club_contract_valid_until.2026 -0.0620719566 -0.2326132850 -1.435343e-02
## club_contract_valid_until.2027  0.0311300397 -0.1077388324 -3.622787e-05
## club_contract_valid_until.2028 -0.0086066402 -0.0283357347 -4.032341e-02
## club_contract_valid_until.2031 -0.0258394937 -0.0280313454 -6.204308e-03
## preferred_foot.Left             0.1910310415  0.0833896488 -2.898783e-02
## preferred_foot.Right           -0.1910310415 -0.0833896488  2.898783e-02
## weak_foot.1                    -0.1246207344 -0.0161474142  1.773288e-02
## weak_foot.2                    -0.1123622613 -0.0509285579  3.603094e-02
## weak_foot.3                     0.0031491843 -0.0232869419  3.846279e-02
## weak_foot.4                     0.0947705339  0.0876858258 -6.772878e-02
## weak_foot.5                     0.1079334169 -0.0013983845 -6.827657e-02
## skill_moves.2                  -0.0145203908 -0.0175077372 -3.021463e-01
## skill_moves.3                  -0.0398341600  0.0088061299  7.336530e-02
## skill_moves.4                   0.0698354183  0.0092844579  4.020290e-01
## skill_moves.5                   0.1532743969  0.0366403811  2.310631e-01
## international_reputation.1     -0.0157617178  0.0262032965  4.497893e-02
## international_reputation.2      0.0342570165 -0.0328751141 -4.644998e-02
## international_reputation.3     -0.0438697498  0.0161285637 -5.868747e-03
## international_reputation.4      0.0648786840 -0.0109685403  1.240164e-02
## international_reputation.5     -0.1031972845 -0.0361547814 -5.882732e-02
## work_rate.High.High            -0.2650216109  0.0940885568 -4.298342e-02
## work_rate.High.Low             -0.0119344729 -0.0558330845 -2.207185e-02
## work_rate.High.Medium          -0.0755916407  0.0314249904 -1.236130e-02
## work_rate.Low.High              0.1213090155 -0.0219200977 -8.862985e-03
## work_rate.Low.Low               0.1093017211  0.0096991558 -2.352964e-02
## work_rate.Low.Medium            0.1619327648  0.0335268463 -7.563017e-02
## work_rate.Medium.High          -0.0089606204 -0.0192795630  4.628056e-02
## work_rate.Medium.Low            0.0884506613 -0.0482432186 -6.849823e-03
## work_rate.Medium.Medium         0.0626059491 -0.0210255895  4.441811e-02
## body_type.Lean..170..           0.0751147811 -0.0456786678  1.572538e-02
## body_type.Lean..170.185.       -0.0234266662 -0.0496429799  1.556517e-02
## body_type.Lean..185..           0.0359367077 -0.0361137548 -2.356327e-02
## body_type.Normal..170..         0.0411546657 -0.0207412294 -2.476777e-02
## body_type.Normal..170.185.     -0.0613736251  0.0551776541  9.169286e-03
## body_type.Normal..185..         0.0906560746  0.0341544319  2.403856e-02
## body_type.Stocky..170..         0.0217186055 -0.0189694545  5.278687e-03
## body_type.Stocky..170.185.     -0.1437055225  0.0567840789 -1.692568e-02
## body_type.Stocky..185..        -0.0118408894  0.0038963157 -2.049966e-02
## body_type.Unique               -0.0069518631 -0.0656471686 -6.991422e-02
## real_face.No                   -0.0306581350  0.0511510130  2.997750e-02
## real_face.Yes                   0.0306581350 -0.0511510130 -2.997750e-02
## pace                            0.0867945892  0.0545862897 -1.100623e-01
## shooting                        0.0148461985 -0.0460679312 -8.589333e-02
## passing                        -0.0313453053  0.0488626091 -1.884321e-02
## dribbling                      -0.0332236235  0.1044054549  1.081211e-02
## defending                       0.0012660828  0.0101443622  3.567983e-02
## physic                          0.1033544393 -0.0769805122  7.410958e-02
## attacking_crossing             -0.0291901948 -0.0432854788  3.744594e-03
## attacking_finishing            -0.0061662349 -0.0249795168 -6.719473e-02
## attacking_heading_accuracy     -0.0226607215  0.0097651937 -5.009489e-02
## attacking_short_passing        -0.0667013626  0.1363647677 -2.187911e-02
## attacking_volleys               0.0175266762 -0.0610911730 -3.053413e-02
## skill_dribbling                -0.0330189573  0.1002878942  7.921013e-03
## skill_curve                     0.0266149096 -0.0582041196 -1.191008e-02
## skill_fk_accuracy               0.0525629635 -0.1109056585 -3.345559e-02
## skill_long_passing             -0.0312847452  0.1034048346 -5.386029e-02
## skill_ball_control             -0.0640874320  0.1258771292 -1.799452e-03
## movement_acceleration           0.0750876735  0.0470937738 -7.749512e-02
## movement_sprint_speed           0.0908057920  0.0575365597 -1.299717e-01
## movement_agility                0.0612191501  0.0300577119  3.856688e-03
## movement_reactions             -0.0489978141  0.0548062570  5.825467e-02
## movement_balance                0.0262908164  0.0065473451  4.199766e-02
## power_shot_power                0.0386041381 -0.0647024988 -1.347067e-01
## power_jumping                   0.1777272726 -0.1348831147 -6.239873e-03
## power_stamina                   0.1089541697 -0.1430952548  7.482271e-02
## power_strength                  0.0679086017 -0.0331991625  2.667310e-02
## power_long_shots                0.0445150385 -0.0641538277 -9.694289e-02
## mentality_aggression            0.0592730681 -0.0217138785  1.256524e-01
## mentality_interceptions         0.0148037311 -0.0063724809  4.946497e-02
## mentality_positioning          -0.0191997084 -0.0106194273  1.560825e-02
## mentality_vision               -0.0068690123  0.0401122492 -1.337109e-03
## mentality_penalties             0.0184682413 -0.0601787903 -6.843912e-02
## mentality_composure            -0.0539950861  0.0828780869  2.631971e-02
## defending_marking_awareness    -0.0004780721  0.0155532549  3.053904e-02
## defending_standing_tackle      -0.0003157560  0.0140717074  4.425057e-02
## defending_sliding_tackle       -0.0041387101  0.0070668392  2.732355e-02
## goalkeeping_diving             -0.0184861418  0.0307318263  2.674081e-02
## goalkeeping_handling           -0.0693889296 -0.0225687074 -4.156513e-02
## goalkeeping_kicking            -0.0306919079  0.0004864448  5.939153e-03
## goalkeeping_positioning         0.0781334937  0.0206905452 -1.081406e-02
## goalkeeping_reflexes            0.1144971803  0.0418563027  4.077214e-04
##                                         PC76          PC77          PC78
## potential                      -0.0507194555  0.2268592613 -0.1870986400
## value_eur                      -0.0083463210  0.0667643425 -0.0204991310
## wage_eur                       -0.0131679536  0.0114393380  0.0052921463
## age                             0.0215955272 -0.2079158505  0.1134092075
## height_cm                      -0.0205688037 -0.0478289029 -0.0011814771
## weight_kg                      -0.0155183130 -0.0719567871  0.0207813706
## league_level.1                  0.0073981636 -0.0417007507  0.0090732435
## league_level.2                  0.0289223690 -0.0365225586  0.0484738952
## league_level.3                 -0.0344196660  0.0460922994 -0.0405945358
## league_level.4                 -0.0245815820  0.0959343127 -0.0591108614
## league_level.5                 -0.0096734337  0.0538329116 -0.0053223486
## club_position.CAM              -0.0360885302  0.1267172454  0.1036552637
## club_position.CB                0.0527771440 -0.1148949857 -0.0334270502
## club_position.CDM               0.1145638678 -0.0758083695 -0.0577774243
## club_position.CF               -0.0007427822  0.0502342400  0.0521282554
## club_position.CM                0.0649064373 -0.0068591248 -0.0314653296
## club_position.LAM              -0.0111277379  0.0883162768  0.0852487541
## club_position.LB               -0.2080361682  0.0217630134 -0.2199680086
## club_position.LCB               0.0528790011 -0.2083093470 -0.0785471123
## club_position.LCM               0.0575763909  0.0011273527 -0.0544298819
## club_position.LDM               0.1106267045 -0.0497545075 -0.0815361030
## club_position.LF                0.0131199902  0.0327512413  0.0416433820
## club_position.LM               -0.0158360429  0.1735952874  0.0254545167
## club_position.LS               -0.0302381774 -0.0603504068  0.2232157438
## club_position.LW                0.0120169972  0.1475510909  0.0788856140
## club_position.LWB              -0.0883693832  0.0379594739 -0.0895565616
## club_position.RAM               0.0077909263  0.0562221699  0.0671346535
## club_position.RB               -0.1569164406  0.0254955035 -0.2407108821
## club_position.RCB               0.1012498203 -0.2232790182 -0.0639013476
## club_position.RCM               0.0802692008 -0.0103862847 -0.0560757725
## club_position.RDM               0.1155005299 -0.0920437627 -0.0699760228
## club_position.RES              -0.0111222255  0.0329988302  0.0386276686
## club_position.RF                0.0157583091  0.0408917371  0.0552363688
## club_position.RM               -0.0293295336  0.1899405802  0.0198265117
## club_position.RS               -0.0162007628 -0.0343379340  0.2238183177
## club_position.RW                0.0028299104  0.1432714824  0.0986298793
## club_position.RWB              -0.0735857601  0.0366285221 -0.1163015828
## club_position.ST               -0.0239150124 -0.1214075373  0.3153967492
## club_position.SUB              -0.0050860002  0.0327108305  0.0125933487
## club_contract_valid_until.2021 -0.0430352529  0.2022135475 -0.0941202967
## club_contract_valid_until.2022 -0.0363932962  0.0705846835 -0.0279949791
## club_contract_valid_until.2023  0.0146999622 -0.0140469402  0.0162833402
## club_contract_valid_until.2024  0.0327643566 -0.1073229843  0.0147895478
## club_contract_valid_until.2025  0.0314998365 -0.1394688085  0.0580325694
## club_contract_valid_until.2026  0.0215265846 -0.0733113744  0.0923060573
## club_contract_valid_until.2027 -0.0010997798 -0.0526650767  0.0122508674
## club_contract_valid_until.2028  0.0091642666  0.0223845246 -0.0160384727
## club_contract_valid_until.2031  0.0289193130 -0.0041279084  0.0059836950
## preferred_foot.Left             0.0092571616  0.0337621806 -0.0126992193
## preferred_foot.Right           -0.0092571616 -0.0337621806  0.0126992193
## weak_foot.1                    -0.0376452136  0.0125252307 -0.0374028760
## weak_foot.2                     0.0197339082 -0.0500192655 -0.0287734018
## weak_foot.3                     0.0111914512 -0.0396332032 -0.0106304285
## weak_foot.4                    -0.0373259868  0.0842895836  0.0343088573
## weak_foot.5                     0.0185213535  0.0566686585  0.0441318201
## skill_moves.2                  -0.0619142907  0.2012717878  0.2642991502
## skill_moves.3                   0.0271978613 -0.0342184137 -0.0594656661
## skill_moves.4                   0.0682373737 -0.3055461492 -0.3577376474
## skill_moves.5                   0.0073449520 -0.1112961698 -0.2150176134
## international_reputation.1     -0.0232144260  0.0008535171 -0.0779493067
## international_reputation.2      0.0087298880  0.0237861427  0.0418797696
## international_reputation.3      0.0263542901 -0.0260687831  0.0794703069
## international_reputation.4      0.0143284389 -0.0335814435  0.0089656194
## international_reputation.5      0.0029299771 -0.0305422711  0.0320672239
## work_rate.High.High             0.0831754041 -0.0964405598 -0.0817002132
## work_rate.High.Low              0.3219724705  0.0977499514  0.0477318396
## work_rate.High.Medium           0.3170512921  0.0258172274  0.0164540717
## work_rate.Low.High             -0.3995211205 -0.0511971679  0.0375280151
## work_rate.Low.Low               0.0144404556  0.0754526294 -0.0314393734
## work_rate.Low.Medium           -0.3678451892 -0.0146861665  0.0388654008
## work_rate.Medium.High          -0.4046101911 -0.1020393921 -0.0310593299
## work_rate.Medium.Low            0.2837875047  0.1591483628  0.0533426110
## work_rate.Medium.Medium        -0.0519582207 -0.0035973288 -0.0177955060
## body_type.Lean..170..          -0.0269467879  0.0437825523  0.0125915521
## body_type.Lean..170.185.        0.0300582089  0.0150848100 -0.0121335812
## body_type.Lean..185..           0.0143342327 -0.0400959857  0.0003682152
## body_type.Normal..170..        -0.0103068587  0.0253279945  0.0178014258
## body_type.Normal..170.185.      0.0355887420  0.0180047246 -0.0157714564
## body_type.Normal..185..        -0.0674953628 -0.0247568363  0.0086910423
## body_type.Stocky..170..         0.0016014120  0.0172299972  0.0274346148
## body_type.Stocky..170.185.     -0.0053798261 -0.0053925355 -0.0118110970
## body_type.Stocky..185..        -0.0232468181 -0.0442219654 -0.0083327030
## body_type.Unique                0.0199348088 -0.0154380695  0.0558784377
## real_face.No                   -0.0125303517  0.0269308705 -0.0240241498
## real_face.Yes                   0.0125303517 -0.0269308705  0.0240241498
## pace                           -0.0543794769 -0.1104198457  0.1326289616
## shooting                       -0.0332711410  0.0096887376 -0.0037314046
## passing                        -0.0223049068  0.0224155539  0.0606809547
## dribbling                      -0.0273617923  0.0746199587 -0.0497901704
## defending                       0.0410860731 -0.0204919304  0.0580837154
## physic                          0.0260817208  0.0450080741  0.0157121511
## attacking_crossing             -0.0362339460 -0.0574595867  0.1058385438
## attacking_finishing            -0.0242501959  0.0470597591 -0.0179269332
## attacking_heading_accuracy      0.0003929145  0.1291383181 -0.0870190834
## attacking_short_passing        -0.0281690376  0.1207613359  0.0093403276
## attacking_volleys              -0.0311668174 -0.0717625793 -0.0014672982
## skill_dribbling                -0.0250672340  0.0874239200 -0.0359603019
## skill_curve                    -0.0091858029 -0.1531167180  0.0421787369
## skill_fk_accuracy               0.0228760367 -0.2246398929  0.0847183373
## skill_long_passing             -0.0056556527  0.0503196516  0.0799594644
## skill_ball_control             -0.0383655994  0.1048308620 -0.0620232721
## movement_acceleration          -0.0471810413 -0.1100713507  0.0996401382
## movement_sprint_speed          -0.0572013701 -0.1042796140  0.1516763127
## movement_agility               -0.0141945556 -0.0702208486 -0.0213471833
## movement_reactions             -0.0083347671  0.0894208138 -0.0481405979
## movement_balance                0.0065923703 -0.0130867475 -0.0417504425
## power_shot_power               -0.0569396910 -0.0491974851  0.0200834671
## power_jumping                   0.1121049477  0.1478002537 -0.2823816790
## power_stamina                  -0.0122385397  0.0999203641  0.0540971123
## power_strength                  0.0093626612  0.0034192339 -0.0027917751
## power_long_shots               -0.0278492567 -0.0139385550  0.0109172258
## mentality_aggression            0.0588795589  0.0177624317  0.0668620079
## mentality_interceptions         0.0504748676 -0.0323174911  0.0626506624
## mentality_positioning          -0.0005374107  0.1059294738  0.0227147508
## mentality_vision               -0.0129723028  0.0684824179  0.0235975269
## mentality_penalties            -0.0495455907 -0.0834587113 -0.0384205132
## mentality_composure            -0.0072147421  0.0050914936 -0.0872645983
## defending_marking_awareness     0.0289928335 -0.0332533709  0.0506668700
## defending_standing_tackle       0.0446399394 -0.0264940210  0.0750865058
## defending_sliding_tackle        0.0425633880 -0.0241543295  0.0713493526
## goalkeeping_diving              0.0232447828  0.0122628666  0.0028378117
## goalkeeping_handling           -0.0304107357  0.0471046596 -0.0106074444
## goalkeeping_kicking            -0.0203990757  0.0175451499 -0.0010984705
## goalkeeping_positioning         0.0442161133  0.0206206428  0.0117873500
## goalkeeping_reflexes           -0.0310449474  0.0419653889  0.0002570720
##                                         PC79          PC80          PC81
## potential                       0.2754759479 -0.0686625845  0.0043488906
## value_eur                       0.0331559128 -0.1025151544  0.0370194365
## wage_eur                       -0.0333900659 -0.0602022323 -0.0559441384
## age                            -0.3130664581  0.0401589485 -0.2397470212
## height_cm                      -0.0023783921  0.1222664121  0.0365327493
## weight_kg                      -0.0466553493  0.1127894906 -0.0056737187
## league_level.1                 -0.0169636981  0.0326736224  0.0303929885
## league_level.2                 -0.0107364362 -0.0042372706  0.0285337522
## league_level.3                  0.0358646917 -0.0476629421 -0.0552454872
## league_level.4                  0.0118788128 -0.0047823654 -0.0518631535
## league_level.5                  0.0024873815 -0.0006640107 -0.0038468998
## club_position.CAM               0.0337085716  0.0527153186 -0.0425325034
## club_position.CB                0.0019907296 -0.0603993841  0.0455956177
## club_position.CDM               0.0227686403  0.0352249819 -0.0385315087
## club_position.CF                0.0330594936  0.0182338513  0.0519562158
## club_position.CM                0.0111270839  0.0282393173 -0.0536952579
## club_position.LAM              -0.0060970291  0.0147942926 -0.0234197489
## club_position.LB                0.0258404418 -0.0008852209  0.0262842694
## club_position.LCB              -0.0372887027 -0.1582074606  0.0851657257
## club_position.LCM               0.0328117317  0.0776439619 -0.0612034978
## club_position.LDM               0.0257386645  0.0786461624 -0.0511883825
## club_position.LF                0.0420261476  0.0355590346 -0.0102718304
## club_position.LM                0.0710473928  0.0326097398 -0.0175421329
## club_position.LS                0.0959776153  0.0743188884  0.0577767229
## club_position.LW                0.0796465811  0.0335815731 -0.0194147649
## club_position.LWB               0.0109034847  0.0081228041  0.0056078946
## club_position.RAM               0.0218384775  0.0133988671 -0.0181254232
## club_position.RB                0.0464646846 -0.0019953556  0.0181091663
## club_position.RCB              -0.0493853532 -0.1260989200  0.0826629463
## club_position.RCM               0.0146142123  0.0911983445 -0.0888172531
## club_position.RDM               0.0045014508  0.0693907863 -0.0589329839
## club_position.RES              -0.2669965695 -0.0870432017 -0.0558169403
## club_position.RF                0.0338012667  0.0107742820 -0.0000399071
## club_position.RM                0.0686565525  0.0560130758 -0.0152545097
## club_position.RS                0.0675145682  0.0471502843  0.0634658955
## club_position.RW                0.0739988896  0.0250255634 -0.0022463324
## club_position.RWB               0.0318249237  0.0028817844  0.0019300432
## club_position.ST                0.1062614152  0.0842915985  0.1140442351
## club_position.SUB               0.0048119361 -0.0271551957  0.0005628460
## club_contract_valid_until.2021  0.1445517244 -0.0253109249  0.0291509758
## club_contract_valid_until.2022  0.0752150904 -0.0243089028  0.0336937600
## club_contract_valid_until.2023 -0.0214172636 -0.0064207851 -0.0070470256
## club_contract_valid_until.2024 -0.0996425666  0.0152851966 -0.0122213447
## club_contract_valid_until.2025 -0.0945551176  0.0358533000 -0.0421123860
## club_contract_valid_until.2026 -0.0498808103  0.0386389620 -0.0342945235
## club_contract_valid_until.2027 -0.0298950237  0.0351959163 -0.0259901552
## club_contract_valid_until.2028 -0.0069616382 -0.0136891263 -0.0146305192
## club_contract_valid_until.2031 -0.0086030745 -0.0115097573  0.0037670621
## preferred_foot.Left            -0.0191414175 -0.0094035276 -0.0194301758
## preferred_foot.Right            0.0191414175  0.0094035276  0.0194301758
## weak_foot.1                     0.0222040647 -0.0060059760 -0.0051108106
## weak_foot.2                    -0.0194624822  0.0387668471  0.0075542717
## weak_foot.3                     0.0094471081  0.0055570727 -0.0104871598
## weak_foot.4                     0.0032720864 -0.0432915710  0.0018909590
## weak_foot.5                     0.0062907776 -0.0134390975  0.0129689144
## skill_moves.2                  -0.0144706943  0.0644952858 -0.0071760114
## skill_moves.3                   0.0100255393 -0.0295715678  0.0084730988
## skill_moves.4                  -0.0003449248 -0.0578512945 -0.0061624742
## skill_moves.5                   0.0424168756 -0.0552926730  0.0179428963
## international_reputation.1      0.0229053745 -0.0551022991  0.0841880146
## international_reputation.2     -0.0135800729 -0.0480884462  0.1084708521
## international_reputation.3     -0.0299756070  0.1234876548 -0.2041875639
## international_reputation.4      0.0165371483  0.1528444748 -0.3188222506
## international_reputation.5     -0.0082304028  0.0903349459 -0.2060129339
## work_rate.High.High            -0.0190579338  0.1368602583  0.0107869289
## work_rate.High.Low              0.0187777072 -0.0456040391  0.0018482620
## work_rate.High.Medium          -0.0155026488  0.0398637592 -0.0016092837
## work_rate.Low.High              0.0067957977  0.0196421309  0.0055096259
## work_rate.Low.Low               0.0090092298 -0.0067231252 -0.0251240286
## work_rate.Low.Medium           -0.0594357948 -0.0135264917  0.0213021629
## work_rate.Medium.High           0.0044507935  0.0312818622 -0.0078489684
## work_rate.Medium.Low            0.0819492515 -0.1004246899  0.0105343702
## work_rate.Medium.Medium        -0.0066898042 -0.0598631081 -0.0104019859
## body_type.Lean..170..          -0.0200222303 -0.0792021881 -0.0319238728
## body_type.Lean..170.185.       -0.0054127891 -0.0980245792 -0.0499182358
## body_type.Lean..185..          -0.0206100252  0.0607385856  0.0167073655
## body_type.Normal..170..        -0.0001063537 -0.0728756493 -0.0453829137
## body_type.Normal..170.185.      0.0149058786 -0.0530013173 -0.0444668308
## body_type.Normal..185..         0.0171676111  0.1787739899  0.0294855207
## body_type.Stocky..170..        -0.0013755981 -0.0229683884 -0.0061508786
## body_type.Stocky..170.185.      0.0178893807  0.0133170568 -0.0280960273
## body_type.Stocky..185..         0.0011068786  0.1257688458  0.0174155474
## body_type.Unique               -0.0618218704 -0.0787317870  0.5087518016
## real_face.No                   -0.0013470697  0.0147815209 -0.0397816923
## real_face.Yes                   0.0013470697 -0.0147815209  0.0397816923
## pace                            0.0748085049  0.0221073548 -0.0876016677
## shooting                        0.0872239434 -0.0881935086 -0.0238081811
## passing                        -0.0845880885  0.1235806949  0.1044578463
## dribbling                      -0.1474542220  0.0586423684 -0.0329192439
## defending                       0.1402899032 -0.0189969372 -0.0660397184
## physic                         -0.1049503838 -0.1766258546  0.0815790167
## attacking_crossing             -0.0836696481  0.1097117922  0.0335823460
## attacking_finishing             0.0282401326 -0.0821094909 -0.0478839947
## attacking_heading_accuracy      0.1104170907  0.0016343861 -0.2098935835
## attacking_short_passing        -0.1384616486  0.1224826221  0.0519863800
## attacking_volleys               0.1359837198 -0.0420231902 -0.0656669558
## skill_dribbling                -0.1520550635  0.0553101953 -0.0215679093
## skill_curve                     0.1543014103  0.0550399392  0.1390627117
## skill_fk_accuracy               0.3088553450  0.0148282216  0.1821848580
## skill_long_passing             -0.1090166636  0.1733672702  0.1702664634
## skill_ball_control             -0.1479785150  0.0601392430 -0.0424059446
## movement_acceleration           0.0580860278  0.0217578701 -0.0721861222
## movement_sprint_speed           0.0841488240  0.0205096383 -0.0956194795
## movement_agility               -0.0998350075  0.0896554750  0.0345758466
## movement_reactions             -0.0565979732 -0.1146136591 -0.2095038499
## movement_balance               -0.0050901029  0.0506843389  0.0468751351
## power_shot_power                0.1860862922 -0.0938966464  0.0282561059
## power_jumping                   0.0321133960  0.5000624122  0.2567325687
## power_stamina                  -0.2321278277 -0.4246822542  0.1377059634
## power_strength                 -0.0882626016 -0.0679860930  0.0463087529
## power_long_shots                0.1143390316 -0.0837134343  0.0332684573
## mentality_aggression            0.0610774230 -0.1411917329 -0.0147864264
## mentality_interceptions         0.1156497558 -0.0238008760 -0.0571995236
## mentality_positioning          -0.1196159383 -0.0564848448 -0.0490201488
## mentality_vision               -0.1251791702  0.0726375079  0.1004579453
## mentality_penalties             0.2461601448 -0.0883812809 -0.1278999118
## mentality_composure            -0.0629415008  0.0104468393 -0.1188686591
## defending_marking_awareness     0.1130243529 -0.0216702173 -0.0665139532
## defending_standing_tackle       0.1529777810 -0.0185133227 -0.0365881051
## defending_sliding_tackle        0.1496662891 -0.0047657239 -0.0348894547
## goalkeeping_diving             -0.0008873081 -0.0022671940  0.0037422891
## goalkeeping_handling            0.0333124259  0.0059742695 -0.0052561708
## goalkeeping_kicking             0.0113340141  0.0371580045  0.0046112179
## goalkeeping_positioning         0.0097271252 -0.0047677443  0.0108515652
## goalkeeping_reflexes            0.0398918579  0.0051442854  0.0242106920
##                                         PC82          PC83          PC84
## potential                      -9.010307e-02  0.0270218833 -0.0462276481
## value_eur                      -9.144069e-02 -0.2189766720  0.0851877757
## wage_eur                       -7.342854e-02 -0.1989279300  0.0809932110
## age                             1.834221e-01 -0.1504192850  0.0360422492
## height_cm                      -1.317411e-02 -0.0302570788  0.1099040912
## weight_kg                      -6.127548e-03  0.0018947983 -0.1472097299
## league_level.1                 -6.291830e-03 -0.0003401182  0.0369831936
## league_level.2                 -4.611227e-02  0.0161145253  0.0096386057
## league_level.3                  3.088632e-02 -0.0240471888 -0.0442142526
## league_level.4                  5.921016e-02 -0.0002628188 -0.0434084891
## league_level.5                  1.399618e-02  0.0123653731 -0.0160053323
## club_position.CAM               8.283650e-02 -0.0001092923  0.0238909098
## club_position.CB               -4.930706e-02  0.0255666015  0.0246170416
## club_position.CDM               5.243947e-02 -0.0306164409 -0.0248697308
## club_position.CF                3.469714e-02  0.0034315226  0.0063494463
## club_position.CM                3.191987e-02 -0.0076664884 -0.0133409859
## club_position.LAM               1.577123e-02  0.0099408159 -0.0024734139
## club_position.LB               -2.552871e-02  0.0623077328 -0.0164172849
## club_position.LCB              -8.959030e-02  0.0606469136  0.0426254496
## club_position.LCM               8.651391e-02 -0.0260503736 -0.0315160999
## club_position.LDM               6.004486e-02 -0.0371590903 -0.0159788702
## club_position.LF                3.606951e-02 -0.0178555870  0.0003765262
## club_position.LM                2.373851e-02  0.0230437307  0.0068631236
## club_position.LS               -3.126407e-02  0.0069466385 -0.0106919945
## club_position.LW                1.801718e-02  0.0131669003 -0.0075204441
## club_position.LWB               1.725259e-03  0.0200712965 -0.0085438745
## club_position.RAM               1.851791e-02  0.0127075198  0.0026745513
## club_position.RB               -1.710814e-02  0.0655202941 -0.0003110028
## club_position.RCB              -9.903244e-02  0.0729115722  0.0371812512
## club_position.RCM               8.877123e-02 -0.0128050630 -0.0257639623
## club_position.RDM               3.667931e-02 -0.0255424838 -0.0064213742
## club_position.RES               1.472966e-03 -0.0732865405 -0.0040869305
## club_position.RF                1.096345e-02  0.0131462978  0.0050378931
## club_position.RM                2.650042e-02  0.0136470634  0.0179644510
## club_position.RS               -9.124769e-03 -0.0079910976  0.0066606393
## club_position.RW                1.383817e-02  0.0017312796 -0.0029632933
## club_position.RWB              -3.411715e-03  0.0183387663 -0.0100313605
## club_position.ST               -2.348519e-02 -0.0033925494 -0.0183454933
## club_position.SUB              -3.099979e-02 -0.0355806548  0.0002029386
## club_contract_valid_until.2021 -5.468487e-02  0.0049078099  0.0240471756
## club_contract_valid_until.2022 -1.915297e-02 -0.0134747455  0.0116244892
## club_contract_valid_until.2023  1.469943e-02 -0.0356456620 -0.0007391411
## club_contract_valid_until.2024  2.119370e-02  0.0312310725 -0.0248465351
## club_contract_valid_until.2025  3.864166e-02  0.0186046721 -0.0079020382
## club_contract_valid_until.2026  5.551479e-03  0.0169816432 -0.0066993325
## club_contract_valid_until.2027  1.958247e-02  0.0260117808 -0.0041471109
## club_contract_valid_until.2028  1.102669e-02  0.0012388037  0.0032321925
## club_contract_valid_until.2031 -3.167290e-03 -0.0004456262 -0.0123106311
## preferred_foot.Left             1.799307e-02  0.0200923729  0.0046855935
## preferred_foot.Right           -1.799307e-02 -0.0200923729 -0.0046855935
## weak_foot.1                    -1.294413e-05  0.0082891769 -0.0021738713
## weak_foot.2                    -1.843998e-02 -0.0086181561 -0.0164587190
## weak_foot.3                    -9.242915e-03 -0.0052007134  0.0060544682
## weak_foot.4                     2.244098e-02  0.0098110591  0.0054262993
## weak_foot.5                     2.714768e-02  0.0148440281  0.0128946177
## skill_moves.2                  -1.107458e-02 -0.0346022223  0.0777171272
## skill_moves.3                  -2.175777e-02  0.0115062182 -0.0277859502
## skill_moves.4                   5.686040e-02  0.0535073975 -0.0876266953
## skill_moves.5                   2.876912e-02 -0.0323393304 -0.0538734318
## international_reputation.1      1.279373e-01 -0.1464371204  0.0515108495
## international_reputation.2      4.652881e-02  0.0074090918 -0.0118478860
## international_reputation.3     -2.095525e-01  0.1724755394 -0.0607125671
## international_reputation.4     -2.732428e-01  0.2351211591 -0.0544693569
## international_reputation.5     -1.644486e-01  0.1221544885 -0.0154461743
## work_rate.High.High             2.938750e-02 -0.0261232012 -0.0483782114
## work_rate.High.Low             -3.066399e-02  0.0106852707  0.0321427326
## work_rate.High.Medium           1.472434e-02 -0.0062642006 -0.0082366208
## work_rate.Low.High              1.042817e-02  0.0145336712 -0.0035986133
## work_rate.Low.Low              -4.129415e-02 -0.0087400272  0.0082558501
## work_rate.Low.Medium           -8.826498e-03  0.0337305105  0.0057086944
## work_rate.Medium.High           8.913641e-03 -0.0001341188 -0.0071537939
## work_rate.Medium.Low           -3.740258e-02 -0.0148823416  0.0250521638
## work_rate.Medium.Medium         2.249843e-04  0.0049711166  0.0094913396
## body_type.Lean..170..           6.379309e-03  0.0306101013 -0.2339746503
## body_type.Lean..170.185.        5.853630e-03  0.0734647908 -0.2009051352
## body_type.Lean..185..          -3.913239e-02  0.0137391260  0.1979347230
## body_type.Normal..170..         1.444997e-02 -0.0030173210 -0.2251452028
## body_type.Normal..170.185.     -7.739928e-03  0.0105552040 -0.0736944440
## body_type.Normal..185..        -7.272140e-02 -0.0649241990  0.3360384627
## body_type.Stocky..170..        -1.723147e-02 -0.0179039113 -0.0711379600
## body_type.Stocky..170.185.     -1.419089e-02 -0.0666275600  0.0334245333
## body_type.Stocky..185..        -2.705761e-02 -0.0813768394  0.1652511006
## body_type.Unique                4.992067e-01  0.0360686965 -0.0152896424
## real_face.No                   -1.773951e-03  0.0002490587  0.0126581372
## real_face.Yes                   1.773951e-03 -0.0002490587 -0.0126581372
## pace                            8.512386e-02 -0.0236024918 -0.0984690329
## shooting                        2.950698e-02  0.0794709286  0.0503045388
## passing                        -6.453844e-02 -0.0412614825 -0.1345371918
## dribbling                       6.730003e-02  0.0560156600  0.1098514250
## defending                       6.714833e-02 -0.0420185803  0.0490144125
## physic                         -1.065285e-01  0.1538738301 -0.1009018407
## attacking_crossing             -4.337474e-02 -0.1511404690 -0.0507875812
## attacking_finishing             3.837228e-02  0.0321578804  0.0558622502
## attacking_heading_accuracy      2.190405e-01 -0.1588175254 -0.1504148989
## attacking_short_passing         7.374983e-03 -0.0248134690 -0.2033388214
## attacking_volleys               3.288358e-02  0.0066757777  0.0634279203
## skill_dribbling                 6.772744e-02  0.0824752797  0.0721069304
## skill_curve                    -1.273629e-01 -0.0495455461  0.0468330499
## skill_fk_accuracy              -2.029179e-01 -0.1468260015 -0.0696347537
## skill_long_passing             -8.836739e-02  0.0502140302 -0.2675570592
## skill_ball_control              8.269974e-02  0.0209899477  0.0117276075
## movement_acceleration           5.936642e-02 -0.0123040077 -0.0301088762
## movement_sprint_speed           1.005187e-01 -0.0316515139 -0.1488036227
## movement_agility               -1.930338e-02  0.1092166041  0.2577929084
## movement_reactions              1.158554e-01 -0.2173274753  0.1292399583
## movement_balance               -6.027930e-02  0.0546866071  0.3372800198
## power_shot_power                3.675475e-02  0.2332395776  0.0122782059
## power_jumping                  -1.272091e-01 -0.0732580428 -0.0354634417
## power_stamina                  -4.247409e-01 -0.2261785184  0.0412274076
## power_strength                 -1.856272e-02  0.1109791844 -0.2316777994
## power_long_shots               -6.705350e-03  0.1294589409  0.0598244762
## mentality_aggression            1.279708e-01  0.5366701362  0.1426010628
## mentality_interceptions         5.014422e-02 -0.0311572375  0.0755891474
## mentality_positioning           4.133294e-02  0.0267029050  0.1139430811
## mentality_vision               -5.919066e-02  0.0522504108 -0.0236537721
## mentality_penalties             1.498139e-02 -0.2731865048 -0.0865628223
## mentality_composure             1.119114e-01 -0.0539041511  0.1220348902
## defending_marking_awareness     4.535617e-02 -0.0568876928  0.0633876455
## defending_standing_tackle       5.506393e-02 -0.0127209136  0.0494406947
## defending_sliding_tackle        6.122053e-02 -0.0052198353  0.0465878355
## goalkeeping_diving             -1.042843e-02  0.0177836112 -0.0115541326
## goalkeeping_handling            3.934663e-03  0.0195712780  0.0090841775
## goalkeeping_kicking            -3.442753e-03  0.0205458340 -0.0066254206
## goalkeeping_positioning        -8.191433e-03  0.0022757199  0.0077752541
## goalkeeping_reflexes           -2.194485e-02  0.0069550388  0.0029286089
##                                         PC85          PC86          PC87
## potential                       1.043122e-01  2.199472e-01 -0.0252593635
## value_eur                       1.621000e-01 -4.602238e-01  0.0456552786
## wage_eur                        1.401930e-01 -4.100691e-01  0.0308719465
## age                            -2.336746e-02 -8.233664e-02 -0.0973156990
## height_cm                      -2.641724e-02  2.269566e-02  0.0038431602
## weight_kg                       1.023047e-01  3.524288e-02  0.0490205189
## league_level.1                 -8.979531e-03  1.761148e-02 -0.0045334388
## league_level.2                 -1.331875e-03 -3.382477e-02 -0.0018315380
## league_level.3                  9.219234e-03  1.085134e-05  0.0070415827
## league_level.4                  1.108869e-02  2.363483e-02  0.0025479266
## league_level.5                  1.982619e-03 -1.240750e-03  0.0100198892
## club_position.CAM               2.150701e-02 -1.147393e-02  0.0226238104
## club_position.CB                5.092937e-03  1.641225e-02  0.0561815196
## club_position.CDM               3.996112e-02  1.169300e-02  0.0097588848
## club_position.CF               -1.106502e-02  5.533197e-03  0.0038919879
## club_position.CM                2.111550e-02 -1.739540e-02  0.0067723100
## club_position.LAM              -9.876978e-03  1.051911e-03  0.0011993653
## club_position.LB               -2.160695e-02 -3.411383e-02 -0.0752059253
## club_position.LCB               5.677802e-03  5.159845e-03  0.1070137811
## club_position.LCM               7.523684e-02  9.379413e-03  0.0088974707
## club_position.LDM               4.072864e-02  8.668660e-04  0.0199837598
## club_position.LF               -6.070567e-03 -5.518049e-03  0.0043337861
## club_position.LM               -4.106693e-04  1.263661e-02 -0.0209243564
## club_position.LS               -3.371712e-02 -6.415671e-03  0.0164701973
## club_position.LW               -1.431666e-03 -1.340057e-02  0.0007173736
## club_position.LWB              -1.509633e-03 -1.382296e-02 -0.0339650594
## club_position.RAM              -4.177520e-03  8.472215e-03  0.0004695493
## club_position.RB               -5.416770e-02 -5.487116e-02 -0.1025129951
## club_position.RCB              -9.277108e-04  1.876282e-02  0.1048890201
## club_position.RCM               6.660151e-02  4.649557e-04  0.0006101726
## club_position.RDM               5.584288e-02  1.239027e-02  0.0017716124
## club_position.RES              -1.861002e-02  2.265493e-02 -0.0377062891
## club_position.RF                1.737075e-02 -1.418524e-02  0.0050912408
## club_position.RM               -4.673842e-03  1.787117e-03 -0.0056239425
## club_position.RS               -3.118177e-02 -5.974412e-03  0.0125538037
## club_position.RW               -1.233754e-02 -3.486645e-03  0.0064601973
## club_position.RWB              -1.521516e-02 -2.838382e-02 -0.0596397434
## club_position.ST               -4.980491e-02 -2.690949e-02  0.0317889037
## club_position.SUB              -1.034053e-02  1.674020e-02 -0.0203627032
## club_contract_valid_until.2021  4.584063e-02  2.161923e-02 -0.0066703279
## club_contract_valid_until.2022  1.139331e-02 -7.034494e-03  0.0024880809
## club_contract_valid_until.2023 -8.240293e-03 -2.054998e-02  0.0058756569
## club_contract_valid_until.2024 -2.434672e-02 -7.991632e-03  0.0085859040
## club_contract_valid_until.2025 -1.760396e-02  1.913412e-02 -0.0174082197
## club_contract_valid_until.2026 -8.742050e-03  1.243927e-02 -0.0007340142
## club_contract_valid_until.2027 -3.100715e-02  4.141764e-02  0.0006768446
## club_contract_valid_until.2028 -2.855397e-03  1.129928e-02 -0.0040703289
## club_contract_valid_until.2031 -1.110515e-03  5.791601e-03 -0.0058803387
## preferred_foot.Left            -4.251876e-02 -2.119617e-02 -0.0292167019
## preferred_foot.Right            4.251876e-02  2.119617e-02  0.0292167019
## weak_foot.1                    -2.075396e-02  3.472016e-03  0.0056604531
## weak_foot.2                     5.693625e-03  1.781885e-03 -0.0198934765
## weak_foot.3                     8.979912e-03  4.051990e-03 -0.0032535249
## weak_foot.4                    -1.869274e-02 -1.188467e-02  0.0239786457
## weak_foot.5                     1.009305e-02  1.206160e-02  0.0023726193
## skill_moves.2                   8.398407e-02  3.416733e-02 -0.0345909514
## skill_moves.3                  -1.497108e-02 -2.531163e-02 -0.0093102767
## skill_moves.4                  -1.241131e-01 -9.475601e-03  0.0752270456
## skill_moves.5                  -5.546090e-02 -4.125000e-02  0.0469247474
## international_reputation.1      6.522529e-02 -1.390408e-01  0.0136417770
## international_reputation.2     -2.034018e-02  2.794347e-02 -0.0165308385
## international_reputation.3     -4.860173e-02  1.402849e-01 -0.0028427697
## international_reputation.4     -9.747150e-02  1.973158e-01  0.0073442555
## international_reputation.5     -5.232670e-02  9.243468e-02  0.0073890109
## work_rate.High.High             1.502931e-02  7.614722e-03 -0.0321251511
## work_rate.High.Low             -2.066635e-02 -1.341745e-02 -0.0077750916
## work_rate.High.Medium          -1.436064e-02 -1.963023e-02 -0.0556985473
## work_rate.Low.High              1.730229e-02  2.266397e-03  0.0753871921
## work_rate.Low.Low              -1.581650e-03  1.507611e-02  0.0037965418
## work_rate.Low.Medium            1.959424e-02  1.030972e-02  0.0662924372
## work_rate.Medium.High           8.909989e-03  6.366664e-03  0.0337646558
## work_rate.Medium.Low           -3.864381e-02 -4.573390e-03  0.0098747763
## work_rate.Medium.Medium         1.179821e-02  1.024146e-02 -0.0072543180
## body_type.Lean..170..           8.458851e-02 -1.341885e-02  0.0563592762
## body_type.Lean..170.185.        8.035274e-02 -3.433909e-02  0.0139939272
## body_type.Lean..185..          -3.266693e-03 -1.238784e-02 -0.0595324722
## body_type.Normal..170..         6.303124e-02 -6.511500e-03  0.0960892395
## body_type.Normal..170.185.      7.111023e-05 -3.958256e-02  0.0150149255
## body_type.Normal..185..        -8.031975e-02  1.550413e-02 -0.0614025976
## body_type.Stocky..170..        -4.436267e-04 -9.472306e-04  0.0582482769
## body_type.Stocky..170.185.     -6.714458e-02  1.283264e-02  0.0169954075
## body_type.Stocky..185..        -7.105821e-02  3.741780e-02 -0.0371769430
## body_type.Unique               -9.722601e-02  3.234945e-01 -0.0437861040
## real_face.No                    2.961003e-02 -3.559047e-02  0.0063106629
## real_face.Yes                  -2.961003e-02  3.559047e-02 -0.0063106629
## pace                           -3.858795e-02 -4.305366e-02 -0.0508109462
## shooting                       -1.808570e-01 -7.959021e-02  0.1168120457
## passing                         1.761927e-02 -3.155050e-02 -0.0231069267
## dribbling                       8.401450e-02  9.837866e-02  0.0983809864
## defending                      -1.196048e-01  2.447974e-02  0.1057594740
## physic                          1.344807e-01  2.271617e-02 -0.0576161215
## attacking_crossing              2.966784e-01  1.342967e-01  0.3734774381
## attacking_finishing            -1.738592e-01 -5.028675e-02  0.1643145957
## attacking_heading_accuracy     -9.461645e-03  8.816734e-02  0.0380165711
## attacking_short_passing        -1.466822e-01 -7.743813e-02 -0.2364336778
## attacking_volleys              -5.819315e-02  2.685790e-02  0.0327982449
## skill_dribbling                 1.068454e-01  1.032703e-01  0.2473911604
## skill_curve                     2.851038e-01  8.040951e-02  0.0556682082
## skill_fk_accuracy               2.498094e-01  6.114695e-02 -0.1640159391
## skill_long_passing             -2.091954e-01 -1.769007e-01 -0.2523292775
## skill_ball_control              3.222573e-02  8.554533e-02  0.0304191362
## movement_acceleration          -2.099600e-02 -1.546012e-02 -0.0464715074
## movement_sprint_speed          -5.122204e-02 -6.320274e-02 -0.0509014494
## movement_agility                6.841119e-02  5.598104e-02 -0.0888425347
## movement_reactions              4.777420e-02  2.585334e-02 -0.1074083779
## movement_balance               -1.138691e-02  4.671688e-02 -0.2594493643
## power_shot_power               -2.204063e-01 -2.008243e-01 -0.0253554022
## power_jumping                  -5.484558e-02 -5.342738e-02  0.1752057934
## power_stamina                  -2.011731e-01  2.383386e-01 -0.0266787681
## power_strength                  1.332338e-01 -1.325161e-02 -0.0245141223
## power_long_shots               -2.158828e-01 -1.346570e-01  0.1360254855
## mentality_aggression            3.859457e-01 -1.237615e-01 -0.1570445984
## mentality_interceptions        -1.130891e-01  1.288130e-02  0.1007867787
## mentality_positioning           1.958679e-02  3.682330e-02  0.2981207711
## mentality_vision               -6.719670e-02 -8.596544e-02  0.0203039155
## mentality_penalties             3.336630e-02  2.624045e-01 -0.2524679139
## mentality_composure             9.137216e-02  7.546361e-02 -0.2968572717
## defending_marking_awareness    -1.089638e-01  2.330150e-02  0.0737748855
## defending_standing_tackle      -1.315250e-01  1.598749e-02  0.1219771746
## defending_sliding_tackle       -1.151354e-01  1.742775e-02  0.1269648711
## goalkeeping_diving             -7.458331e-04  7.496031e-03  0.0032191890
## goalkeeping_handling           -6.963404e-03  9.582339e-03  0.0049195199
## goalkeeping_kicking             3.602300e-03  4.465325e-03  0.0093355431
## goalkeeping_positioning        -8.136792e-03  6.157025e-03 -0.0143331553
## goalkeeping_reflexes           -5.478478e-03  1.865309e-02 -0.0015789281
##                                         PC88          PC89          PC90
## potential                      -0.0520489008  0.1015988591 -0.0554675434
## value_eur                      -0.0260044307 -0.1002323490  0.0349752200
## wage_eur                       -0.0002447767 -0.0963935471 -0.0303039708
## age                            -0.0062854011  0.0585873817 -0.0351330888
## height_cm                       0.0158968235  0.0241985782  0.0123831430
## weight_kg                      -0.5755032113 -0.2588421983  0.0640638251
## league_level.1                 -0.0163501822 -0.0100189865  0.0020532856
## league_level.2                 -0.0108069161 -0.0068531106  0.0119408142
## league_level.3                  0.0372238676  0.0259182334 -0.0062323809
## league_level.4                  0.0084629167  0.0009599899 -0.0190787892
## league_level.5                  0.0034256943  0.0039109326 -0.0022799395
## club_position.CAM               0.0011304263  0.0010420846 -0.0227321622
## club_position.CB                0.0186024216 -0.0262188462  0.0264685197
## club_position.CDM               0.0254859399 -0.0021415683 -0.0241230215
## club_position.CF               -0.0128258354  0.0084385994  0.0073482695
## club_position.CM                0.0162835010  0.0020427202 -0.0266789737
## club_position.LAM              -0.0014600647 -0.0122930028 -0.0082757351
## club_position.LB               -0.0038763003 -0.0091758336  0.0277030152
## club_position.LCB               0.0337967062 -0.0314151854  0.0498872326
## club_position.LCM               0.0295753942  0.0091327093 -0.0478050538
## club_position.LDM               0.0201582092  0.0118374637 -0.0324359517
## club_position.LF               -0.0069275752 -0.0065743341 -0.0059821078
## club_position.LM               -0.0223634399 -0.0181984648  0.0077867160
## club_position.LS               -0.0124928300  0.0002079486 -0.0012081097
## club_position.LW               -0.0154766992 -0.0067558967  0.0014756684
## club_position.LWB               0.0034201621 -0.0014263449  0.0034734474
## club_position.RAM              -0.0091372039 -0.0181033323  0.0014268033
## club_position.RB               -0.0078794279  0.0140164819  0.0361763022
## club_position.RCB               0.0324862425 -0.0233892173  0.0445821061
## club_position.RCM               0.0174749877  0.0045450303 -0.0327415327
## club_position.RDM               0.0158436741  0.0063954290 -0.0184139313
## club_position.RES              -0.0296774471  0.0179392688 -0.0164524090
## club_position.RF               -0.0062288084 -0.0032645857  0.0068898835
## club_position.RM               -0.0114247850  0.0002700091  0.0035153678
## club_position.RS               -0.0252932213  0.0006938837  0.0018052377
## club_position.RW               -0.0107795568 -0.0098038280  0.0107952482
## club_position.RWB              -0.0086526191  0.0048335360  0.0005095439
## club_position.ST               -0.0302486112  0.0025508791 -0.0096833243
## club_position.SUB               0.0015965516  0.0137266541 -0.0039762902
## club_contract_valid_until.2021 -0.0010629284 -0.0044202716 -0.0284243352
## club_contract_valid_until.2022 -0.0062208806  0.0009849463 -0.0044825418
## club_contract_valid_until.2023 -0.0080161090  0.0029125853  0.0081180895
## club_contract_valid_until.2024  0.0109406728 -0.0011728018  0.0110728977
## club_contract_valid_until.2025  0.0059064150 -0.0005357127  0.0113548056
## club_contract_valid_until.2026  0.0054236470 -0.0007082090  0.0024724610
## club_contract_valid_until.2027  0.0067962036  0.0138666495 -0.0018306089
## club_contract_valid_until.2028 -0.0096703043 -0.0062804758  0.0012475354
## club_contract_valid_until.2031  0.0067945636  0.0003358322 -0.0047611964
## preferred_foot.Left            -0.0054602533 -0.0002365105  0.0165661439
## preferred_foot.Right            0.0054602533  0.0002365105 -0.0165661439
## weak_foot.1                     0.0078614421 -0.0005560552 -0.0019579211
## weak_foot.2                    -0.0021047568 -0.0050412022 -0.0002319582
## weak_foot.3                     0.0003724091  0.0101874788 -0.0049233342
## weak_foot.4                     0.0020205224 -0.0064723887  0.0001176986
## weak_foot.5                    -0.0037152691 -0.0042438219  0.0197574268
## skill_moves.2                  -0.0688427171  0.0356913012  0.0184513706
## skill_moves.3                   0.0313991159 -0.0194751059 -0.0088957219
## skill_moves.4                   0.0728437339 -0.0300513590 -0.0192857403
## skill_moves.5                   0.0117451199 -0.0131156862 -0.0001643619
## international_reputation.1     -0.0234081324 -0.0267974227  0.0033558600
## international_reputation.2      0.0055150303 -0.0013144216  0.0010774164
## international_reputation.3      0.0220616418  0.0357037656 -0.0054783754
## international_reputation.4      0.0348099096  0.0442250060 -0.0090530394
## international_reputation.5      0.0111766766  0.0242787778  0.0027552200
## work_rate.High.High            -0.0192464364  0.0149692965 -0.0309818290
## work_rate.High.Low             -0.0064972118 -0.0246297366  0.0030355802
## work_rate.High.Medium          -0.0118580931 -0.0012147031 -0.0033029316
## work_rate.Low.High              0.0173929809 -0.0031235996  0.0257002255
## work_rate.Low.Low              -0.0072738343  0.0086282146  0.0024860527
## work_rate.Low.Medium            0.0197282974 -0.0167689106  0.0282984081
## work_rate.Medium.High           0.0005584917  0.0153223665  0.0006262577
## work_rate.Medium.Low            0.0051514033 -0.0315807399  0.0032511941
## work_rate.Medium.Medium         0.0080989005  0.0132032878 -0.0029266283
## body_type.Lean..170..          -0.1485775123 -0.0065091593  0.0241047490
## body_type.Lean..170.185.       -0.1356484145 -0.0188679797  0.0007563715
## body_type.Lean..185..           0.0362263075 -0.0610463705 -0.0102944855
## body_type.Normal..170..        -0.1235718437  0.0187746465  0.0270091320
## body_type.Normal..170.185.     -0.0100506159  0.0405304721  0.0060654616
## body_type.Normal..185..         0.1924980861 -0.0302316834 -0.0272980741
## body_type.Stocky..170..        -0.0080032664  0.0154815264  0.0118427425
## body_type.Stocky..170.185.      0.0816237281  0.0485258188  0.0120989171
## body_type.Stocky..185..         0.1076899158  0.0051247137 -0.0131223509
## body_type.Unique                0.0087169157  0.0502708586 -0.0072350325
## real_face.No                   -0.0004006864  0.0054668231 -0.0044174814
## real_face.Yes                   0.0004006864 -0.0054668231  0.0044174814
## pace                            0.0564384238  0.0521581894  0.0521513914
## shooting                       -0.0428593403 -0.0166032154  0.0228167934
## passing                         0.1083262090 -0.0375545100 -0.0203046685
## dribbling                      -0.0701881949 -0.0698803458 -0.0009093577
## defending                      -0.0639482161 -0.0436480897  0.0285647760
## physic                         -0.0025954255 -0.0488946865  0.0061326895
## attacking_crossing              0.1864933957 -0.1456096757 -0.2264799483
## attacking_finishing            -0.0226858903 -0.0454912980  0.1258192022
## attacking_heading_accuracy      0.2413020046 -0.1564027192 -0.4910489680
## attacking_short_passing         0.0705864758 -0.0951286461 -0.0521731321
## attacking_volleys              -0.0505743400  0.0149636566 -0.0712685869
## skill_dribbling                -0.0059463718 -0.0904915591  0.0593155252
## skill_curve                    -0.0553650596  0.2140913761 -0.1602810772
## skill_fk_accuracy              -0.0096082173  0.1837100244 -0.0063660221
## skill_long_passing              0.1204434307 -0.0972433782 -0.0213731981
## skill_ball_control             -0.0313611723 -0.0466606389 -0.0477799250
## movement_acceleration           0.0109185653  0.0212064839  0.0520858305
## movement_sprint_speed           0.0904892624  0.0733404971  0.0487781521
## movement_agility               -0.2277303998 -0.1095247109 -0.1180988696
## movement_reactions             -0.0758012751  0.3088336986  0.0989369632
## movement_balance               -0.2159604896 -0.4139566672 -0.2024124746
## power_shot_power               -0.0923424380  0.0485757849 -0.3260685510
## power_jumping                  -0.0111553340  0.0939344034  0.1766800880
## power_stamina                   0.0681816903  0.0317506760 -0.1203110313
## power_strength                 -0.1790086543 -0.0663494756 -0.0163243030
## power_long_shots               -0.0941195265  0.0754694822 -0.0404823558
## mentality_aggression            0.3348684304 -0.0728654929  0.1427996923
## mentality_interceptions        -0.0701629797 -0.0022854275  0.0975714669
## mentality_positioning           0.0811820654  0.0196710712  0.2458377238
## mentality_vision                0.0748985614  0.0841129064  0.2965032804
## mentality_penalties             0.1280421816 -0.4704622644  0.4454894335
## mentality_composure            -0.2188469115  0.3880648939  0.0664684386
## defending_marking_awareness    -0.1123826307 -0.0059525901  0.0416280571
## defending_standing_tackle      -0.0675086928 -0.0621265898  0.0684548744
## defending_sliding_tackle       -0.0499631878 -0.0761007220  0.0429229634
## goalkeeping_diving             -0.0069029948  0.0001685261  0.0063398225
## goalkeeping_handling           -0.0087931941 -0.0130207782 -0.0045261435
## goalkeeping_kicking             0.0036540591 -0.0059946112 -0.0080253092
## goalkeeping_positioning        -0.0060976714  0.0073628744 -0.0043051882
## goalkeeping_reflexes            0.0023505392 -0.0009273986 -0.0053489476
##                                         PC91          PC92          PC93
## potential                       2.382412e-02  7.995202e-02  7.208058e-02
## value_eur                       5.892178e-03 -9.415783e-02 -1.073164e-02
## wage_eur                       -1.102755e-01 -3.244775e-03  3.675614e-02
## age                            -1.360383e-01  9.549479e-02  6.435346e-02
## height_cm                       2.648019e-02  2.358901e-02 -5.030781e-03
## weight_kg                       2.364786e-01  3.949027e-01  4.862196e-02
## league_level.1                 -1.267668e-03  8.893493e-04 -7.758339e-03
## league_level.2                  9.263581e-03 -1.741716e-02 -1.069771e-02
## league_level.3                 -8.321058e-03 -5.043843e-03  1.357887e-02
## league_level.4                 -2.008558e-03  3.688719e-02  1.997136e-02
## league_level.5                 -6.774317e-03  7.790999e-03  3.749900e-03
## club_position.CAM              -1.361326e-02 -3.520032e-03  2.301649e-02
## club_position.CB                1.655171e-02 -1.550033e-03  3.892584e-03
## club_position.CDM               1.634500e-02  3.558622e-03  1.454402e-04
## club_position.CF                2.026990e-03  1.428573e-05  6.359204e-03
## club_position.CM                4.084088e-03  5.422678e-03  3.994808e-03
## club_position.LAM              -1.991715e-03 -5.398893e-03  5.506924e-03
## club_position.LB                2.845524e-03  6.972060e-03 -1.506191e-02
## club_position.LCB               2.650251e-02 -2.010198e-03 -8.940691e-03
## club_position.LCM              -1.259924e-03  3.327559e-04  1.764414e-02
## club_position.LDM               1.293478e-02  9.214256e-03  1.013223e-02
## club_position.LF               -4.937192e-03 -1.032529e-02 -6.629568e-04
## club_position.LM               -1.119667e-02 -4.869401e-03 -8.463224e-03
## club_position.LS               -1.313804e-02 -3.678222e-03  1.169221e-02
## club_position.LW               -1.001345e-02 -9.331322e-03 -8.439757e-03
## club_position.LWB               4.749995e-03  5.044201e-03 -4.613254e-03
## club_position.RAM               3.044488e-03 -9.444315e-03  1.412861e-03
## club_position.RB                1.289246e-02  1.525942e-02 -4.240711e-02
## club_position.RCB               3.744496e-02  7.011626e-04 -8.987457e-03
## club_position.RCM              -1.772569e-03  4.505956e-04  2.521287e-02
## club_position.RDM               5.929747e-03  5.328568e-03  1.318793e-02
## club_position.RES              -1.372510e-02 -5.777223e-03 -4.263141e-03
## club_position.RF               -5.230956e-03 -5.027090e-03  1.230710e-02
## club_position.RM               -8.529753e-03 -5.710848e-03 -1.149911e-02
## club_position.RS               -1.558531e-02 -6.690044e-03  7.566220e-03
## club_position.RW               -1.135111e-02 -9.036732e-03 -9.168242e-03
## club_position.RWB              -3.405664e-03  8.570004e-03 -9.342401e-03
## club_position.ST               -2.048145e-02 -6.190999e-03  2.583608e-02
## club_position.SUB              -3.790134e-03  4.841134e-03  6.304771e-04
## club_contract_valid_until.2021  1.275247e-02 -7.529407e-03  2.409943e-02
## club_contract_valid_until.2022  2.984265e-03  7.204622e-03 -2.510608e-03
## club_contract_valid_until.2023 -2.578711e-03  5.430980e-03 -6.692674e-03
## club_contract_valid_until.2024 -1.091365e-02 -4.061699e-03 -2.496213e-03
## club_contract_valid_until.2025 -4.639050e-03 -6.430414e-03 -1.210122e-03
## club_contract_valid_until.2026  6.273697e-03 -1.484962e-03 -1.256640e-02
## club_contract_valid_until.2027  8.169050e-03  4.616820e-03 -6.753500e-03
## club_contract_valid_until.2028 -6.714244e-03  3.586629e-04 -5.167125e-03
## club_contract_valid_until.2031 -1.154690e-02 -5.708025e-03 -3.142061e-03
## preferred_foot.Left             1.078106e-02  5.649726e-04 -9.465370e-03
## preferred_foot.Right           -1.078106e-02 -5.649726e-04  9.465370e-03
## weak_foot.1                    -1.875553e-03 -2.743852e-03  8.909353e-04
## weak_foot.2                    -6.944040e-03 -5.558608e-03 -9.841357e-03
## weak_foot.3                     6.710601e-03  1.819074e-03  4.512084e-03
## weak_foot.4                    -3.182881e-04  4.170642e-03  4.824553e-03
## weak_foot.5                    -2.434635e-03 -7.597060e-04 -1.039186e-03
## skill_moves.2                  -1.588487e-02 -1.189912e-02  8.587480e-04
## skill_moves.3                   9.298492e-04  3.228858e-03  5.436544e-05
## skill_moves.4                   2.480902e-02  1.585122e-02  4.959974e-05
## skill_moves.5                   2.059305e-02  6.169377e-03 -8.092703e-03
## international_reputation.1      4.738471e-03  2.632427e-03  1.983333e-02
## international_reputation.2     -6.108337e-03 -6.912933e-03 -1.101028e-02
## international_reputation.3     -1.705918e-03  6.358480e-03 -1.565496e-02
## international_reputation.4      6.773267e-03  5.601251e-03 -1.395631e-02
## international_reputation.5     -8.390934e-04 -1.037610e-02  1.133211e-03
## work_rate.High.High            -2.939691e-02  4.933605e-03 -1.190936e-02
## work_rate.High.Low              1.351779e-02 -6.640860e-03  1.267108e-02
## work_rate.High.Medium          -1.066713e-02  2.343307e-03  1.836606e-03
## work_rate.Low.High              7.488105e-03 -4.261103e-03 -1.517850e-02
## work_rate.Low.Low              -1.270738e-02  6.033675e-03  5.848361e-03
## work_rate.Low.Medium            8.221402e-03  4.179646e-04 -1.831762e-02
## work_rate.Medium.High           1.466760e-02  1.352884e-04 -9.060283e-03
## work_rate.Medium.Low           -5.126558e-04  4.888845e-04  1.242869e-02
## work_rate.Medium.Medium         4.684231e-03 -1.211836e-03  9.845756e-03
## body_type.Lean..170..           1.484030e-02  5.042451e-04 -6.916782e-03
## body_type.Lean..170.185.        1.854562e-02  1.299109e-02  1.711223e-02
## body_type.Lean..185..          -3.149504e-03 -9.859162e-04  1.742733e-02
## body_type.Normal..170..         1.978981e-02  1.785143e-02 -7.714679e-03
## body_type.Normal..170.185.      1.131614e-03 -5.754218e-03 -3.438630e-03
## body_type.Normal..185..        -2.880860e-02 -2.606033e-02 -8.397212e-03
## body_type.Stocky..170..         2.203456e-03  9.548693e-03 -5.317288e-03
## body_type.Stocky..170.185.     -1.378515e-02  1.055868e-02 -1.657500e-02
## body_type.Stocky..185..        -2.084106e-02 -1.884292e-02 -1.686442e-02
## body_type.Unique                2.223052e-02  4.244999e-02  8.012107e-03
## real_face.No                    2.121979e-03  3.765255e-03  1.261702e-02
## real_face.Yes                  -2.121979e-03 -3.765255e-03 -1.261702e-02
## pace                            1.585317e-02  4.124343e-03  1.569953e-02
## shooting                        9.056191e-03  3.408329e-03 -1.501304e-03
## passing                         1.320347e-01  6.225081e-03  5.484017e-03
## dribbling                      -2.732580e-01 -8.690114e-03 -1.141574e-02
## defending                      -1.555062e-02 -5.884877e-02 -4.231061e-02
## physic                         -5.593020e-02 -1.693167e-01 -3.500991e-02
## attacking_crossing              2.288198e-01 -1.454769e-02  3.348216e-01
## attacking_finishing             6.777600e-02 -2.865358e-02 -1.064658e-01
## attacking_heading_accuracy      1.506779e-01 -6.437918e-02 -3.809012e-01
## attacking_short_passing        -2.156054e-02  1.300802e-01 -4.259235e-03
## attacking_volleys               2.982764e-01 -4.691175e-02  8.827468e-02
## skill_dribbling                -3.357802e-01 -2.719031e-02  2.507953e-02
## skill_curve                     6.334083e-02 -9.724487e-02  2.021464e-02
## skill_fk_accuracy              -2.374480e-01  1.600186e-01 -3.706651e-01
## skill_long_passing              1.127440e-01  1.850285e-02 -1.842606e-02
## skill_ball_control             -3.695857e-01  5.352096e-02  3.892558e-02
## movement_acceleration           1.270748e-03  3.830569e-02 -1.927142e-02
## movement_sprint_speed           2.662055e-02 -2.483078e-02  4.474084e-02
## movement_agility               -4.385726e-02 -1.985346e-02 -3.892757e-01
## movement_reactions              1.151232e-01  4.276068e-01 -8.599073e-02
## movement_balance                2.359835e-01 -6.590893e-02  1.808702e-02
## power_shot_power               -1.721552e-01  3.734384e-02  3.464932e-01
## power_jumping                  -4.618197e-02  7.395562e-02  1.462706e-01
## power_stamina                  -2.624713e-03  1.302990e-01  1.140174e-01
## power_strength                 -1.195498e-01 -4.371860e-01 -1.576032e-01
## power_long_shots               -6.833985e-02  8.639755e-02 -5.727935e-02
## mentality_aggression            9.056623e-02  2.580463e-01  9.000665e-02
## mentality_interceptions        -7.195041e-03 -1.217900e-02 -6.570136e-02
## mentality_positioning           2.389990e-01 -3.587668e-02 -2.112163e-01
## mentality_vision                2.766817e-01 -1.603825e-01 -2.183467e-01
## mentality_penalties            -1.301665e-01 -8.472436e-02  1.698128e-01
## mentality_composure             1.691341e-01 -4.359229e-01  2.774304e-01
## defending_marking_awareness    -3.130422e-02 -7.161787e-02  1.079198e-02
## defending_standing_tackle      -3.265652e-02 -6.262092e-02 -1.375739e-02
## defending_sliding_tackle       -2.978220e-02 -6.084848e-02  1.287233e-02
## goalkeeping_diving              4.814498e-03  1.261390e-03  1.305754e-03
## goalkeeping_handling           -4.398756e-03 -4.064022e-03 -5.412393e-03
## goalkeeping_kicking             6.275747e-03 -1.629701e-04  1.562264e-03
## goalkeeping_positioning        -2.344694e-05  6.021614e-03  2.200292e-03
## goalkeeping_reflexes           -5.011515e-04 -3.929241e-03  2.315724e-03
##                                         PC94          PC95          PC96
## potential                      -0.1782410351  1.247443e-01 -0.0782509832
## value_eur                       0.0360964584  4.000396e-02  0.0269142438
## wage_eur                        0.1040609118 -1.862092e-02 -0.0279756921
## age                            -0.0791888612  2.858290e-02  0.0239523026
## height_cm                       0.1088214138  4.022747e-03 -0.0141439399
## weight_kg                       0.1875251285 -1.730385e-01 -0.0607444975
## league_level.1                  0.0011785778 -5.848921e-03 -0.0060439703
## league_level.2                  0.0155792157  9.922998e-03  0.0059683107
## league_level.3                 -0.0098218941 -9.754332e-03 -0.0063561087
## league_level.4                 -0.0196579349  6.779993e-03  0.0115513542
## league_level.5                  0.0001256664  6.223179e-03  0.0005175959
## club_position.CAM               0.0062966942 -2.137608e-03 -0.0050891521
## club_position.CB               -0.0011808799 -7.836248e-03  0.0060379996
## club_position.CDM              -0.0107306816  5.484792e-03  0.0091941430
## club_position.CF                0.0010779354 -3.457515e-04 -0.0005869715
## club_position.CM                0.0021082167 -2.699561e-03  0.0025030413
## club_position.LAM               0.0023574837  4.334785e-03  0.0019984728
## club_position.LB                0.0021345957  4.065153e-03  0.0120963493
## club_position.LCB              -0.0053498054 -9.716185e-03  0.0194844715
## club_position.LCM              -0.0077578588  3.135115e-03 -0.0096312807
## club_position.LDM              -0.0058991296 -7.079267e-03 -0.0020209554
## club_position.LF                0.0095696498 -5.313859e-03 -0.0020541866
## club_position.LM                0.0159950421 -3.939689e-03  0.0057326949
## club_position.LS                0.0109134814 -7.501550e-04 -0.0156738653
## club_position.LW                0.0061920220 -7.925425e-07  0.0046262128
## club_position.LWB               0.0036693728  9.037745e-04  0.0002174361
## club_position.RAM               0.0079633491  8.867540e-05 -0.0001177278
## club_position.RB                0.0142170217 -1.324673e-03  0.0086352972
## club_position.RCB              -0.0052822140 -1.248925e-02  0.0062800504
## club_position.RCM              -0.0067825809  1.249610e-02 -0.0085643215
## club_position.RDM              -0.0002213363  6.775635e-04  0.0007302171
## club_position.RES              -0.0183876053 -6.157183e-04  0.0040159036
## club_position.RF                0.0065875170  1.111525e-03  0.0029052889
## club_position.RM                0.0212019704 -1.000904e-02  0.0049251018
## club_position.RS                0.0105950147  3.877584e-03 -0.0181938267
## club_position.RW                0.0063162172  1.477551e-03  0.0063717138
## club_position.RWB               0.0144567837  3.996611e-03  0.0079980651
## club_position.ST                0.0019500274  7.041554e-03 -0.0366846932
## club_position.SUB              -0.0059856929  6.416340e-03 -0.0036202133
## club_contract_valid_until.2021  0.0028542775  1.164446e-02  0.0012857865
## club_contract_valid_until.2022  0.0037216932 -1.063334e-03  0.0055088805
## club_contract_valid_until.2023 -0.0021938047  3.041954e-03 -0.0007101458
## club_contract_valid_until.2024 -0.0067559374 -8.219147e-03 -0.0033477704
## club_contract_valid_until.2025  0.0045880402 -9.605516e-04 -0.0082469207
## club_contract_valid_until.2026 -0.0017567320 -5.099408e-03  0.0042346732
## club_contract_valid_until.2027 -0.0052341157 -9.667968e-03  0.0024896563
## club_contract_valid_until.2028  0.0008730210 -1.036430e-03  0.0010955540
## club_contract_valid_until.2031  0.0017263198 -9.687818e-04  0.0042800776
## preferred_foot.Left             0.0104054689  3.014778e-03  0.0067585420
## preferred_foot.Right           -0.0104054689 -3.014778e-03 -0.0067585420
## weak_foot.1                    -0.0047706946  1.897150e-03  0.0047435158
## weak_foot.2                     0.0043416616 -5.118960e-03 -0.0045221558
## weak_foot.3                    -0.0005314701  7.730240e-03  0.0065647502
## weak_foot.4                    -0.0031522593 -4.421498e-03 -0.0053934513
## weak_foot.5                    -0.0004706556 -1.525170e-03  0.0027764598
## skill_moves.2                   0.0001468496  2.123164e-02  0.0153121467
## skill_moves.3                  -0.0026593580 -4.407357e-03 -0.0088606160
## skill_moves.4                   0.0058150658 -2.980770e-02 -0.0116508293
## skill_moves.5                  -0.0044682992 -1.567985e-02 -0.0068333565
## international_reputation.1      0.0167948388  4.376937e-03  0.0073793848
## international_reputation.2     -0.0044629958  4.132773e-03  0.0003620940
## international_reputation.3     -0.0177663781 -8.123837e-03 -0.0177351299
## international_reputation.4     -0.0180446936 -1.882321e-02  0.0004850939
## international_reputation.5     -0.0099384688 -2.093861e-03  0.0064668045
## work_rate.High.High            -0.0190157045  3.106734e-03 -0.0052760615
## work_rate.High.Low              0.0077195809  3.276225e-03  0.0057473850
## work_rate.High.Medium          -0.0029104438  1.355966e-02  0.0009383220
## work_rate.Low.High              0.0009130971 -1.541895e-02  0.0102878672
## work_rate.Low.Low               0.0047810242  6.723395e-03 -0.0018242296
## work_rate.Low.Medium            0.0102020070 -1.570760e-02  0.0056320545
## work_rate.Medium.High          -0.0062133083 -1.470081e-02  0.0059807965
## work_rate.Medium.Low            0.0080626564  4.936032e-03 -0.0053291652
## work_rate.Medium.Medium         0.0049164257  2.631056e-03 -0.0071418184
## body_type.Lean..170..           0.0427175968 -7.720039e-03 -0.0053977959
## body_type.Lean..170.185.       -0.0009864504 -1.892293e-02  0.0013904871
## body_type.Lean..185..          -0.0845738516 -2.664618e-02  0.0053262844
## body_type.Normal..170..         0.0679596674  1.319346e-02 -0.0120829903
## body_type.Normal..170.185.      0.0575423755  1.394333e-02 -0.0101365876
## body_type.Normal..185..        -0.0903712784  1.707909e-03  0.0252463089
## body_type.Stocky..170..         0.0367813717  5.876047e-03 -0.0055775118
## body_type.Stocky..170.185.      0.0645407895  1.635749e-02 -0.0149383154
## body_type.Stocky..185..        -0.0132473016  2.289979e-02  0.0006223681
## body_type.Unique               -0.0213851349  8.585001e-03 -0.0063684128
## real_face.No                   -0.0069904305  4.506862e-03 -0.0001834560
## real_face.Yes                   0.0069904305 -4.506862e-03  0.0001834560
## pace                           -0.0148072389 -6.827040e-02  0.0434943371
## shooting                       -0.0537589910  1.521177e-02 -0.0444853998
## passing                        -0.0470146424  2.810157e-02 -0.0414194012
## dribbling                       0.0873283595 -6.820941e-02  0.0773231270
## defending                       0.0249850631 -1.427705e-04  0.0164806416
## physic                         -0.1461757680  6.013681e-02  0.0604776296
## attacking_crossing             -0.2413663111  1.731506e-01 -0.2863715350
## attacking_finishing            -0.0514030264  1.905135e-02  0.0273620571
## attacking_heading_accuracy      0.2140214249 -2.105660e-01 -0.0907485392
## attacking_short_passing        -0.0267396631  9.386425e-02  0.1397000674
## attacking_volleys               0.1835727608  3.985083e-01  0.5854027796
## skill_dribbling                 0.1179896286 -1.654701e-01  0.1180096225
## skill_curve                     0.1739560306 -5.193795e-02  0.3191311239
## skill_fk_accuracy              -0.0825870504 -2.112400e-01 -0.0451769631
## skill_long_passing              0.0634198375  9.277845e-02  0.0268027685
## skill_ball_control              0.0595084207 -6.708062e-02  0.1967118771
## movement_acceleration          -0.0011476948  1.910094e-02  0.0385717110
## movement_sprint_speed          -0.0242539343 -1.366853e-01  0.0438542339
## movement_agility                0.2311279748  5.485332e-01 -0.3607015342
## movement_reactions             -0.3901911066  1.335122e-01  0.0380530390
## movement_balance               -0.3189253370 -3.667255e-01  0.1617695547
## power_shot_power               -0.0645737115 -4.709700e-02 -0.2287411812
## power_jumping                   0.0113139902  4.812332e-03  0.0091510675
## power_stamina                   0.2331544994 -7.761717e-02 -0.0143228946
## power_strength                 -0.4005630027  1.371054e-01  0.1060820756
## power_long_shots               -0.1030685750 -1.701752e-02 -0.1753114115
## mentality_aggression            0.1640640595 -2.049253e-02 -0.0153555033
## mentality_interceptions        -0.0281132050  3.030451e-02  0.0156473793
## mentality_positioning          -0.0751887846 -1.571151e-01 -0.0174095382
## mentality_vision                0.0374749649 -1.832260e-01 -0.1333369557
## mentality_penalties             0.0514445862  1.120379e-01 -0.1370853636
## mentality_composure             0.2316383524 -1.632004e-01 -0.2465285169
## defending_marking_awareness     0.0051515617  3.743500e-02  0.0140102975
## defending_standing_tackle       0.0267753680 -5.621490e-03  0.0359363882
## defending_sliding_tackle        0.0432235458 -2.098266e-02  0.0188685794
## goalkeeping_diving              0.0044258895 -1.053867e-02  0.0059040257
## goalkeeping_handling           -0.0014324292 -1.014725e-02  0.0045788535
## goalkeeping_kicking            -0.0072775584 -4.331481e-03  0.0009431738
## goalkeeping_positioning         0.0097994265  3.857658e-03 -0.0008971890
## goalkeeping_reflexes            0.0046100025  2.659202e-03 -0.0043262075
##                                         PC97          PC98          PC99
## potential                      -3.560012e-02  2.436764e-01  0.1082153771
## value_eur                      -7.687915e-02 -6.129672e-01  0.0578582922
## wage_eur                        5.899976e-02  6.822719e-01 -0.0640677425
## age                            -2.188876e-02  1.120307e-01  0.1168076271
## height_cm                       6.263330e-03 -5.635971e-02 -0.0166861407
## weight_kg                      -2.289928e-02  7.150038e-03  0.0091268908
## league_level.1                  3.648868e-03 -1.080237e-02 -0.0058930001
## league_level.2                 -6.851676e-03 -3.077418e-03  0.0017031213
## league_level.3                  2.507835e-03  1.820498e-02  0.0062737499
## league_level.4                  7.009581e-04  5.602631e-03  0.0029270869
## league_level.5                  1.754601e-03  6.109311e-03 -0.0029981737
## club_position.CAM               1.342727e-02  1.787297e-02  0.0061887354
## club_position.CB                1.761748e-04 -2.113910e-03 -0.0112114798
## club_position.CDM              -2.755270e-03 -2.561345e-03  0.0002428582
## club_position.CF               -3.693572e-03 -2.483697e-02  0.0060436283
## club_position.CM                3.492791e-03  3.517008e-03  0.0029996726
## club_position.LAM               5.981877e-03  5.339899e-03  0.0008419235
## club_position.LB               -9.749530e-03  6.854110e-03 -0.0005814529
## club_position.LCB               5.143768e-03  2.814432e-03 -0.0134429765
## club_position.LCM              -5.653954e-04  7.891183e-03  0.0067037237
## club_position.LDM               4.074681e-03  1.034561e-02  0.0130360814
## club_position.LF                1.997670e-03  3.860415e-03  0.0016375717
## club_position.LM                7.528371e-03  1.088761e-02 -0.0028102635
## club_position.LS                4.380412e-03  3.933653e-03 -0.0041674047
## club_position.LW                6.922750e-03  2.626230e-03  0.0047818898
## club_position.LWB               3.265307e-03  1.221599e-04 -0.0020485974
## club_position.RAM              -3.541280e-04  6.238606e-03 -0.0033932895
## club_position.RB               -9.875751e-03  2.597796e-03 -0.0141985091
## club_position.RCB               4.449402e-03  1.092186e-02 -0.0100346145
## club_position.RCM               5.802717e-03  1.026192e-02  0.0043294905
## club_position.RDM               1.912969e-03  1.231107e-02  0.0100592777
## club_position.RES              -1.436470e-02 -2.736775e-02  0.0065336987
## club_position.RF               -1.867030e-03  2.687846e-03  0.0020948552
## club_position.RM                1.218097e-02  7.352177e-03 -0.0020242438
## club_position.RS                8.448844e-03  4.725743e-03 -0.0059310895
## club_position.RW                8.895911e-04 -1.177994e-03 -0.0000992398
## club_position.RWB              -4.647317e-03 -6.984241e-03  0.0012221772
## club_position.ST                4.720687e-03  1.195917e-02 -0.0072615283
## club_position.SUB              -5.312779e-03 -1.530724e-02  0.0059277916
## club_contract_valid_until.2021 -6.744562e-03  3.224896e-02 -0.0095336643
## club_contract_valid_until.2022 -1.620596e-03 -2.298257e-03 -0.0009943042
## club_contract_valid_until.2023 -2.401859e-03 -1.393008e-02  0.0022485131
## club_contract_valid_until.2024  4.621856e-03 -1.193589e-02  0.0076198539
## club_contract_valid_until.2025  6.658327e-03 -1.722307e-03  0.0019930774
## club_contract_valid_until.2026  9.525756e-04  7.518635e-03 -0.0057069619
## club_contract_valid_until.2027  6.668814e-03  2.417179e-02  0.0006132135
## club_contract_valid_until.2028  3.041183e-06  1.196082e-02 -0.0027993103
## club_contract_valid_until.2031  4.311623e-03 -1.498225e-03 -0.0045384117
## preferred_foot.Left             8.475617e-04  2.806351e-03 -0.0041425982
## preferred_foot.Right           -8.475617e-04 -2.806351e-03  0.0041425982
## weak_foot.1                     1.286660e-03 -6.155783e-03 -0.0018429590
## weak_foot.2                    -7.560242e-03  6.400172e-04  0.0047435507
## weak_foot.3                    -1.604576e-04  1.934077e-04 -0.0013141057
## weak_foot.4                     6.619277e-03 -5.924276e-04 -0.0031839459
## weak_foot.5                     4.327281e-03  1.324954e-03  0.0002444698
## skill_moves.2                  -3.725084e-03  1.073081e-02 -0.0064891881
## skill_moves.3                  -2.504435e-03 -1.114826e-02  0.0020213758
## skill_moves.4                   1.169887e-02 -3.687396e-03  0.0079669003
## skill_moves.5                   1.869849e-03  1.700280e-02  0.0041513258
## international_reputation.1     -3.455510e-03  2.306614e-02 -0.0067074725
## international_reputation.2     -2.588359e-03  2.683643e-03  0.0061986091
## international_reputation.3      8.793843e-03 -1.878231e-02  0.0013729187
## international_reputation.4      4.529032e-03 -6.102808e-02  0.0032018409
## international_reputation.5      8.678656e-03 -4.807326e-02 -0.0004582784
## work_rate.High.High             7.097770e-03 -4.033199e-03 -0.0051673096
## work_rate.High.Low              7.242881e-03  2.058194e-03 -0.0109465069
## work_rate.High.Medium           2.438386e-03  2.601317e-03 -0.0131873387
## work_rate.Low.High             -1.223901e-02 -7.464657e-03  0.0036527748
## work_rate.Low.Low              -5.688904e-03  1.046591e-03  0.0070082511
## work_rate.Low.Medium           -8.502913e-03 -3.540215e-03  0.0013965952
## work_rate.Medium.High           1.803648e-03 -4.567124e-03  0.0124076849
## work_rate.Medium.Low            3.811339e-03  2.371842e-03 -0.0024959576
## work_rate.Medium.Medium        -3.946170e-03  4.354758e-03  0.0088384239
## body_type.Lean..170..           4.622897e-03 -1.721090e-02 -0.0079346563
## body_type.Lean..170.185.        3.391852e-03 -3.899866e-03 -0.0075835593
## body_type.Lean..185..          -1.468302e-02  1.288391e-02  0.0158617584
## body_type.Normal..170..         8.962405e-03 -1.393335e-02 -0.0103458695
## body_type.Normal..170.185.      4.904777e-03 -5.688627e-03 -0.0092550174
## body_type.Normal..185..        -1.044210e-02  1.956895e-02  0.0145793818
## body_type.Stocky..170..         1.685670e-03 -5.806364e-03 -0.0011935183
## body_type.Stocky..170.185.      7.895855e-03 -9.779693e-03 -0.0006983860
## body_type.Stocky..185..        -2.691336e-03 -1.719940e-03  0.0089339575
## body_type.Unique                7.481109e-03  1.453145e-02  0.0009191650
## real_face.No                    1.198369e-02  3.184546e-02 -0.0052692440
## real_face.Yes                  -1.198369e-02 -3.184546e-02  0.0052692440
## pace                           -1.013614e-02  4.905450e-03  0.0063821011
## shooting                       -7.507245e-02  2.201750e-02  0.1592782739
## passing                         1.240062e-02  4.283252e-03 -0.0401548266
## dribbling                      -1.185145e-02 -5.630017e-02 -0.0833198545
## defending                       6.462606e-03  9.054543e-04 -0.0065549477
## physic                         -1.848102e-03  1.790516e-02 -0.0018949077
## attacking_crossing             -1.738450e-01 -3.035423e-02 -0.0505551165
## attacking_finishing            -1.958970e-01  7.429629e-02  0.3540030912
## attacking_heading_accuracy      4.109048e-02 -5.894612e-02 -0.0341884380
## attacking_short_passing        -6.681346e-02 -1.010793e-02  0.1452574967
## attacking_volleys              -2.695131e-01  5.246599e-02 -0.3574829398
## skill_dribbling                 1.674359e-02 -7.769482e-02 -0.1192175807
## skill_curve                     5.793950e-01 -8.366662e-03  0.3834068484
## skill_fk_accuracy              -3.977625e-01  7.226609e-03 -0.1477063624
## skill_long_passing              4.524660e-04  1.970670e-03  0.1956607452
## skill_ball_control             -8.836648e-02 -2.253454e-02 -0.0548228992
## movement_acceleration           5.276488e-03 -3.116769e-02  0.0653992552
## movement_sprint_speed          -2.209091e-02  3.409787e-02 -0.0438486483
## movement_agility                7.704882e-02  4.011336e-03  0.0005012160
## movement_reactions              2.436225e-01 -1.403800e-01 -0.1280681295
## movement_balance               -1.862375e-02  1.956084e-02 -0.0061366939
## power_shot_power                2.513229e-01 -9.157821e-02 -0.2827213755
## power_jumping                  -2.696192e-02 -4.617217e-03 -0.0084694714
## power_stamina                  -2.770727e-02  1.692289e-03 -0.0108866122
## power_strength                  4.194490e-02  3.276454e-02 -0.0244367439
## power_long_shots               -6.827889e-02 -1.276842e-02  0.1691534905
## mentality_aggression           -7.106732e-02 -1.185598e-02  0.0557440394
## mentality_interceptions         1.534208e-02 -8.310988e-03 -0.0168248305
## mentality_positioning          -1.009369e-02  6.481672e-02  0.1755375558
## mentality_vision                2.699972e-01  6.284879e-02 -0.5009417203
## mentality_penalties             1.967946e-01 -4.536856e-02  0.0016711477
## mentality_composure            -2.647727e-01 -2.206795e-02  0.0943216144
## defending_marking_awareness     5.349869e-02 -2.072401e-03 -0.0250571527
## defending_standing_tackle      -4.172647e-02  2.059040e-02  0.0217076784
## defending_sliding_tackle       -2.463436e-02  4.650455e-03  0.0043632502
## goalkeeping_diving              8.306367e-04 -9.493530e-04 -0.0017897374
## goalkeeping_handling            6.315038e-03 -1.646127e-03 -0.0015953378
## goalkeeping_kicking             2.478379e-03 -6.739567e-05 -0.0016107454
## goalkeeping_positioning         6.105670e-03 -3.995211e-03  0.0012460630
## goalkeeping_reflexes            5.362535e-04  4.908951e-03  0.0004147432
##                                        PC100         PC101         PC102
## potential                      -4.295171e-01  0.0722349135  2.666164e-01
## value_eur                      -1.999678e-01  0.0409050728  8.487535e-02
## wage_eur                        1.982412e-01 -0.0266761370 -8.443155e-02
## age                            -4.683443e-01  0.0594502299  2.456531e-01
## height_cm                       7.810141e-02 -0.0658026167 -3.623354e-01
## weight_kg                      -5.268394e-02  0.0191323842  1.031859e-01
## league_level.1                  4.047074e-03 -0.0060383759 -4.657157e-03
## league_level.2                  8.625370e-03 -0.0065737876 -1.352266e-05
## league_level.3                 -4.895038e-03  0.0087445996  8.628609e-03
## league_level.4                 -1.801941e-02  0.0149704620 -7.732279e-04
## league_level.5                 -7.837990e-03  0.0014575800  6.987708e-04
## club_position.CAM               2.659245e-03  0.0035030530  1.632048e-03
## club_position.CB                1.019091e-02  0.0090009695 -1.286705e-02
## club_position.CDM               5.296779e-03  0.0080638850  1.360045e-03
## club_position.CF               -5.890271e-03  0.0007104263 -1.610095e-03
## club_position.CM                3.675660e-04  0.0004747393  3.135155e-03
## club_position.LAM              -2.439619e-03  0.0057325424 -1.244024e-03
## club_position.LB                6.997890e-03 -0.0192588158  7.261225e-03
## club_position.LCB               1.189299e-02  0.0101770217 -1.515345e-02
## club_position.LCM               1.685348e-03  0.0035538768  6.227967e-03
## club_position.LDM               2.190813e-03  0.0074031122  5.278042e-03
## club_position.LF                5.725164e-04  0.0014191522  2.047649e-03
## club_position.LM                6.018029e-03  0.0023689863 -2.041472e-03
## club_position.LS                4.658534e-03 -0.0076541113 -1.103240e-03
## club_position.LW                1.426017e-03  0.0059279515 -2.322183e-03
## club_position.LWB              -1.591826e-03 -0.0019983574  9.448774e-03
## club_position.RAM               8.004308e-04  0.0059885500  2.834141e-03
## club_position.RB                4.921221e-03 -0.0066160833  4.379963e-03
## club_position.RCB               1.401127e-02  0.0062675329 -1.837482e-02
## club_position.RCM              -1.222135e-03  0.0101605980  7.976975e-03
## club_position.RDM               6.016659e-03  0.0100688103  2.582211e-03
## club_position.RES              -2.126949e-02 -0.0068884558 -6.158688e-03
## club_position.RF                6.305567e-04  0.0033470215  1.802096e-03
## club_position.RM                7.338889e-03 -0.0018026084 -4.602113e-03
## club_position.RS                9.496951e-03 -0.0099618889 -1.092152e-04
## club_position.RW                4.559943e-03  0.0097390298 -2.228640e-03
## club_position.RWB               6.186167e-03 -0.0058998896 -5.283490e-04
## club_position.ST                4.267011e-03 -0.0174504062  9.240709e-03
## club_position.SUB              -1.544204e-02  0.0007330712  7.346947e-03
## club_contract_valid_until.2021  1.825386e-02 -0.0061306560 -1.596492e-02
## club_contract_valid_until.2022  7.383603e-03 -0.0030679055 -2.783884e-03
## club_contract_valid_until.2023 -5.654733e-03  0.0040425930  6.314153e-03
## club_contract_valid_until.2024 -2.606287e-02  0.0054041824  8.270295e-03
## club_contract_valid_until.2025  9.364354e-03  0.0013032734  4.422657e-03
## club_contract_valid_until.2026  1.717826e-03 -0.0050594711 -3.367134e-03
## club_contract_valid_until.2027  7.325093e-03  0.0013366756 -4.990907e-03
## club_contract_valid_until.2028  6.640802e-04 -0.0009181722 -3.033360e-03
## club_contract_valid_until.2031  4.636376e-03 -0.0001620897 -1.971576e-03
## preferred_foot.Left             1.647272e-03  0.0014656753 -3.990785e-03
## preferred_foot.Right           -1.647272e-03 -0.0014656753  3.990785e-03
## weak_foot.1                     1.503868e-03 -0.0027389277 -6.417544e-04
## weak_foot.2                    -2.322708e-03 -0.0067958737  4.369094e-03
## weak_foot.3                    -4.041319e-03  0.0014052472  5.064883e-04
## weak_foot.4                     8.998557e-03  0.0066554849 -4.335179e-03
## weak_foot.5                    -4.010880e-03 -0.0025389782 -2.638993e-03
## skill_moves.2                  -1.201212e-02 -0.0114582746  4.395351e-03
## skill_moves.3                   2.624385e-03  0.0037654039  1.567166e-03
## skill_moves.4                   1.624820e-02  0.0140723811 -9.295234e-03
## skill_moves.5                   1.047551e-02  0.0056631931 -1.034192e-02
## international_reputation.1     -2.209911e-02  0.0062640731  1.395820e-02
## international_reputation.2      6.371072e-03 -0.0028111351 -4.644451e-03
## international_reputation.3      2.934150e-02 -0.0057608289 -1.275907e-02
## international_reputation.4      1.284178e-02 -0.0049837823 -1.539240e-02
## international_reputation.5      1.162943e-03 -0.0006899329 -8.731594e-03
## work_rate.High.High             5.249985e-03 -0.0104691154 -7.995010e-04
## work_rate.High.Low              3.146519e-03 -0.0061734593 -1.293369e-02
## work_rate.High.Medium          -4.568426e-04 -0.0133380086 -2.442513e-03
## work_rate.Low.High              1.314023e-02  0.0063674401 -9.626760e-03
## work_rate.Low.Low              -8.730104e-03  0.0041932225  6.725344e-03
## work_rate.Low.Medium            9.384345e-03  0.0104178980  1.828446e-03
## work_rate.Medium.High           1.069889e-02  0.0163018655 -2.201308e-03
## work_rate.Medium.Low           -5.927461e-03 -0.0026951381  1.281115e-03
## work_rate.Medium.Medium        -1.425839e-02  0.0036418539  1.056191e-02
## body_type.Lean..170..           2.067787e-02 -0.0162774064 -8.488387e-02
## body_type.Lean..170.185.        2.875336e-03 -0.0040359559 -9.942053e-03
## body_type.Lean..185..          -2.607970e-02  0.0231212547  9.382981e-02
## body_type.Normal..170..         3.048710e-02 -0.0178204161 -1.030778e-01
## body_type.Normal..170.185.      5.680191e-03 -0.0047005976 -3.255907e-02
## body_type.Normal..185..        -2.148327e-02  0.0139008832  8.524256e-02
## body_type.Stocky..170..         2.049225e-02 -0.0132057090 -4.633965e-02
## body_type.Stocky..170.185.      2.126919e-03 -0.0038765328 -2.533189e-02
## body_type.Stocky..185..         5.808949e-03  0.0041729189  1.660333e-02
## body_type.Unique               -4.950548e-03 -0.0062564937  1.167394e-02
## real_face.No                    4.324853e-03  0.0021013674 -2.623669e-03
## real_face.Yes                  -4.324853e-03 -0.0021013674  2.623669e-03
## pace                           -1.331010e-02 -0.0145370573 -5.544360e-03
## shooting                       -1.398782e-02 -0.0803925843 -1.273270e-02
## passing                        -4.852458e-02 -0.0351522321 -7.993198e-02
## dribbling                       9.219388e-02 -0.0365344928  9.206682e-02
## defending                      -1.811223e-02  0.0050316271 -2.459705e-02
## physic                          2.531301e-02 -0.0222048164 -1.276000e-03
## attacking_crossing              5.268493e-02 -0.1124969146 -6.490535e-02
## attacking_finishing            -6.345581e-02 -0.1544713347 -8.229676e-03
## attacking_heading_accuracy      2.668902e-02 -0.0631351423  4.617639e-02
## attacking_short_passing        -9.917475e-02  0.1005158914 -4.365347e-01
## attacking_volleys               1.422208e-02  0.0289140973  8.008392e-02
## skill_dribbling                 2.260972e-01 -0.0345750799  3.480700e-01
## skill_curve                    -5.349652e-02 -0.0608142160 -2.855051e-02
## skill_fk_accuracy               2.168008e-02  0.1307671279 -2.464087e-03
## skill_long_passing              3.073327e-01  0.0852118248  4.243525e-01
## skill_ball_control             -1.851371e-01 -0.0691832404 -3.164409e-01
## movement_acceleration           3.868854e-02 -0.0142885662 -1.054751e-01
## movement_sprint_speed          -5.421036e-02 -0.0124108007  7.849138e-02
## movement_agility               -2.407096e-02  0.0862496126 -2.281772e-02
## movement_reactions              3.468098e-01 -0.0769209915  9.089106e-03
## movement_balance                1.525369e-02 -0.0548080244 -6.396629e-02
## power_shot_power               -1.080497e-02  0.3860630216 -4.719978e-02
## power_jumping                  -7.278942e-03  0.0196295431 -1.507561e-02
## power_stamina                  -2.355975e-02 -0.0060735090  2.320396e-02
## power_strength                  6.691461e-02 -0.0008446147  8.890173e-04
## power_long_shots                6.448545e-02 -0.4732683710  8.335581e-03
## mentality_aggression           -3.610337e-02 -0.0778379381 -3.024058e-02
## mentality_interceptions         1.482865e-02 -0.0405188575 -4.249408e-02
## mentality_positioning           5.529344e-02  0.6536613185 -1.015219e-01
## mentality_vision               -3.302544e-01 -0.2289645238  2.625705e-02
## mentality_penalties             4.877497e-02 -0.0054608405 -1.890628e-02
## mentality_composure             1.492487e-01 -0.0102613639 -3.399441e-02
## defending_marking_awareness    -1.043019e-01 -0.0075321410 -7.565272e-02
## defending_standing_tackle       1.797403e-02  0.0413223607 -1.200747e-03
## defending_sliding_tackle        3.503240e-02  0.0645844416  5.957480e-02
## goalkeeping_diving              1.018793e-03 -0.0013931708 -1.855659e-03
## goalkeeping_handling            3.975638e-03  0.0064182127  6.438533e-04
## goalkeeping_kicking            -9.020315e-04  0.0004785160 -1.457913e-03
## goalkeeping_positioning         8.328643e-03 -0.0011255554 -1.525735e-03
## goalkeeping_reflexes           -9.532582e-05 -0.0007975040 -9.579339e-04
##                                        PC103         PC104         PC105
## potential                      -0.1427146991 -1.367890e-01  1.005075e-01
## value_eur                      -0.0187334100 -2.523855e-03  2.831850e-02
## wage_eur                        0.0241536142 -3.889990e-03  4.176194e-03
## age                            -0.1615185130 -1.616095e-01  6.883240e-02
## height_cm                      -0.6753986021 -2.973623e-01  7.376352e-02
## weight_kg                       0.1771097769  7.460979e-02 -2.298417e-02
## league_level.1                 -0.0135281224 -5.280593e-03 -4.178521e-03
## league_level.2                  0.0070552455  4.694349e-03  5.388211e-03
## league_level.3                  0.0081757150  3.805713e-03  3.536635e-03
## league_level.4                  0.0079917600 -8.928050e-04 -5.308203e-03
## league_level.5                 -0.0017050243 -3.348082e-03  1.462764e-04
## club_position.CAM              -0.0026201062  2.260854e-03  1.022446e-03
## club_position.CB                0.0039616134  9.164638e-03  2.729698e-03
## club_position.CDM              -0.0004357938  3.820260e-03 -2.336870e-03
## club_position.CF                0.0012130196  2.884588e-03  1.629144e-03
## club_position.CM               -0.0005106777 -4.817735e-03 -4.083607e-03
## club_position.LAM              -0.0015097200 -8.067998e-04  3.481284e-03
## club_position.LB               -0.0075840312 -3.975471e-04 -7.039665e-03
## club_position.LCB               0.0080819912  4.942709e-03  4.627577e-03
## club_position.LCM              -0.0019630617 -4.374269e-04  1.875121e-03
## club_position.LDM              -0.0034919630  3.306303e-03 -5.310864e-03
## club_position.LF                0.0023055582 -2.209989e-03 -2.468655e-04
## club_position.LM                0.0023690428 -1.138095e-03  9.433853e-03
## club_position.LS                0.0021135684  1.976718e-03 -9.552448e-04
## club_position.LW                0.0028940936 -1.352725e-03  2.356557e-03
## club_position.LWB               0.0063803766 -1.198243e-03 -2.591455e-03
## club_position.RAM              -0.0006936724 -3.925286e-04  3.583280e-03
## club_position.RB               -0.0066857465 -5.585407e-03 -8.606922e-03
## club_position.RCB               0.0121312178  3.451569e-03  7.390050e-03
## club_position.RCM              -0.0046209559 -3.030251e-03  1.504236e-03
## club_position.RDM              -0.0033201123  1.748010e-03 -3.596489e-03
## club_position.RES               0.0014312695  5.789890e-03 -8.429224e-03
## club_position.RF                0.0005244726  1.622398e-03  5.366445e-04
## club_position.RM               -0.0017310956 -6.198020e-04  1.269109e-02
## club_position.RS                0.0027769310  5.932591e-03  1.442506e-03
## club_position.RW                0.0054992386  7.049717e-03  5.941336e-03
## club_position.RWB               0.0021892866 -2.660346e-05 -4.514782e-03
## club_position.ST               -0.0038746062 -7.086181e-03  2.718257e-03
## club_position.SUB              -0.0037723787 -8.102034e-03 -1.027136e-03
## club_contract_valid_until.2021 -0.0081602478 -9.421295e-03 -7.691467e-03
## club_contract_valid_until.2022 -0.0015848017  2.098002e-03 -2.935367e-03
## club_contract_valid_until.2023  0.0053689614  3.615843e-03  5.091530e-03
## club_contract_valid_until.2024 -0.0038555940  1.245888e-03  4.578577e-03
## club_contract_valid_until.2025  0.0056086952 -4.862419e-04 -2.241863e-04
## club_contract_valid_until.2026  0.0062138601  7.364765e-04  1.236715e-03
## club_contract_valid_until.2027 -0.0005959554 -2.431392e-03 -8.386951e-03
## club_contract_valid_until.2028 -0.0027591183  6.845105e-04 -1.628285e-03
## club_contract_valid_until.2031  0.0027894351  1.386256e-03  1.710526e-03
## preferred_foot.Left             0.0047744294  1.689540e-03 -4.451058e-03
## preferred_foot.Right           -0.0047744294 -1.689540e-03  4.451058e-03
## weak_foot.1                    -0.0001032712  2.933367e-03 -3.788957e-03
## weak_foot.2                    -0.0034453794 -1.433666e-04 -2.947732e-05
## weak_foot.3                    -0.0025181304 -2.112729e-03  3.529536e-03
## weak_foot.4                     0.0045473199  2.056854e-03 -1.292495e-03
## weak_foot.5                     0.0070868151  1.417567e-03 -8.128071e-03
## skill_moves.2                  -0.0060363529 -1.668599e-02 -4.180864e-03
## skill_moves.3                   0.0037907576  6.033440e-03  4.134294e-03
## skill_moves.4                   0.0031874666  2.021795e-02  1.630220e-03
## skill_moves.5                   0.0063621312  4.837194e-03 -5.718418e-03
## international_reputation.1     -0.0118762910 -1.152961e-02  1.235817e-02
## international_reputation.2      0.0066153569  3.582649e-03 -7.230396e-03
## international_reputation.3      0.0095447430  1.147325e-02 -6.287278e-03
## international_reputation.4      0.0069025684  1.009214e-02 -1.295315e-02
## international_reputation.5      0.0022123277  1.193883e-02 -4.465754e-03
## work_rate.High.High             0.0002427151  1.307463e-03  1.026069e-02
## work_rate.High.Low              0.0015767022 -1.600328e-03 -1.968028e-03
## work_rate.High.Medium          -0.0023549069  1.808828e-03  5.582768e-03
## work_rate.Low.High              0.0030883623  1.063253e-02  9.303990e-04
## work_rate.Low.Low              -0.0009372149 -2.778322e-03  2.007042e-03
## work_rate.Low.Medium            0.0023359147 -3.504428e-03 -1.241369e-04
## work_rate.Medium.High           0.0031433364  7.405722e-03 -7.147335e-03
## work_rate.Medium.Low           -0.0007044790 -7.671489e-03 -2.915549e-03
## work_rate.Medium.Medium        -0.0022169127 -4.937829e-03 -3.547057e-03
## body_type.Lean..170..          -0.1260318716 -5.464743e-02  1.099308e-02
## body_type.Lean..170.185.       -0.0240090861 -9.321043e-03 -1.253848e-03
## body_type.Lean..185..           0.1650453197  6.516427e-02 -1.319470e-02
## body_type.Normal..170..        -0.1624228278 -7.198895e-02  1.560923e-02
## body_type.Normal..170.185.     -0.0762464266 -2.777927e-02  4.380530e-03
## body_type.Normal..185..         0.1649530214  6.381992e-02 -8.576790e-03
## body_type.Stocky..170..        -0.0764869914 -2.652479e-02  4.297264e-03
## body_type.Stocky..170.185.     -0.0538431245 -1.386504e-02  1.902277e-03
## body_type.Stocky..185..         0.0413423399  1.902087e-02 -1.899648e-03
## body_type.Unique                0.0023765355 -1.951932e-03  1.427804e-03
## real_face.No                   -0.0014070047  1.554858e-03 -2.851724e-03
## real_face.Yes                   0.0014070047 -1.554858e-03  2.851724e-03
## pace                            0.0132549114 -9.492901e-03  1.043214e-02
## shooting                       -0.0288600541  5.689801e-04 -1.652904e-01
## passing                         0.0391837381  1.029006e-02 -2.442389e-02
## dribbling                      -0.0389723335 -3.112930e-03 -1.457075e-03
## defending                       0.0026930995  1.086279e-02  1.460325e-02
## physic                          0.0199550536  5.809020e-05 -1.090038e-02
## attacking_crossing              0.0065212937  8.418749e-03 -4.904110e-02
## attacking_finishing            -0.0977876815 -9.760496e-03 -5.570890e-01
## attacking_heading_accuracy      0.0663613504 -3.134955e-02  6.723297e-03
## attacking_short_passing         0.1837954123  1.401561e-01  4.199672e-02
## attacking_volleys               0.0133847572 -4.867521e-03  1.103981e-01
## skill_dribbling                -0.0756470055 -8.015087e-02  3.773678e-02
## skill_curve                     0.0273195033  6.170020e-02 -4.479243e-02
## skill_fk_accuracy              -0.0273461874 -2.390298e-02 -5.641297e-02
## skill_long_passing             -0.1795268528 -1.186640e-01  4.513167e-02
## skill_ball_control              0.0672070271  8.638150e-02 -4.198866e-02
## movement_acceleration           0.3426163594 -6.756062e-01  1.161289e-02
## movement_sprint_speed          -0.2601160004  5.405568e-01  9.692273e-03
## movement_agility               -0.0627047154  1.244355e-01 -4.508353e-02
## movement_reactions             -0.0235622473  5.052354e-02 -1.336123e-01
## movement_balance               -0.1980495683 -5.729537e-02  3.397218e-02
## power_shot_power               -0.0095730134 -5.134209e-02 -1.278856e-01
## power_jumping                  -0.0008179597  4.951689e-03 -1.051600e-02
## power_stamina                  -0.0021259755  1.556851e-03 -1.611248e-02
## power_strength                  0.0389708588 -6.975167e-03 -2.009650e-03
## power_long_shots                0.1010939704  5.957015e-02  5.571167e-01
## mentality_aggression           -0.0152844911  9.068908e-03 -1.369165e-02
## mentality_interceptions        -0.0024036318 -9.943652e-03  5.407350e-02
## mentality_positioning           0.0051201149  2.334918e-02  2.901561e-01
## mentality_vision                0.0377788660 -7.917531e-02 -1.056371e-01
## mentality_penalties            -0.0017054677  2.188634e-02  7.093715e-02
## mentality_composure             0.0886747989  1.844581e-02 -3.500767e-03
## defending_marking_awareness    -0.0440091950  4.761557e-02  2.779109e-01
## defending_standing_tackle       0.0327651773  5.420646e-03 -1.856386e-01
## defending_sliding_tackle        0.0142385406 -2.184018e-02 -2.160579e-01
## goalkeeping_diving              0.0042847884  3.324393e-05  2.102976e-03
## goalkeeping_handling           -0.0009429892 -8.789362e-04  1.625846e-03
## goalkeeping_kicking             0.0018490729 -1.038760e-04 -4.580599e-03
## goalkeeping_positioning         0.0021861736  4.399985e-04 -4.785947e-03
## goalkeeping_reflexes            0.0035591803 -1.565096e-03  4.844933e-03
##                                        PC106         PC107         PC108
## potential                      -0.0723614797  3.001041e-02  2.706071e-02
## value_eur                      -0.0299859193 -1.144537e-02  3.518626e-04
## wage_eur                        0.0122970855  2.893036e-03  7.194272e-03
## age                            -0.1101899806  5.091100e-02  7.694141e-04
## height_cm                      -0.0955920988  4.866000e-02 -2.539732e-02
## weight_kg                       0.0291856537 -2.775888e-02  1.374287e-02
## league_level.1                  0.0017529884  6.783362e-03 -2.316249e-03
## league_level.2                  0.0027719188 -4.245713e-03 -1.851652e-03
## league_level.3                 -0.0026481691 -5.167834e-03  3.242808e-03
## league_level.4                 -0.0048183442 -7.555593e-04  4.420296e-03
## league_level.5                 -0.0051227555 -9.653522e-04  1.330018e-03
## club_position.CAM               0.0010378657  6.876827e-04 -4.679098e-03
## club_position.CB               -0.0044638050  1.271585e-03  4.063832e-03
## club_position.CDM               0.0008856183 -3.145550e-04 -7.338333e-04
## club_position.CF                0.0033404886 -8.278163e-04 -1.415082e-03
## club_position.CM               -0.0002425836  3.516253e-03  1.976679e-03
## club_position.LAM               0.0038984250  1.525054e-03 -4.726670e-03
## club_position.LB                0.0029012012 -3.548260e-03  2.573722e-04
## club_position.LCB              -0.0057865615  7.361775e-03  3.902928e-03
## club_position.LCM               0.0032022277  4.322261e-03 -6.578934e-03
## club_position.LDM               0.0002307180  1.334195e-03 -2.980378e-03
## club_position.LF                0.0018547766 -3.484204e-03 -2.065105e-03
## club_position.LM               -0.0046328896 -4.203075e-03  6.394016e-03
## club_position.LS                0.0055651014  3.704361e-03  2.375988e-03
## club_position.LW               -0.0017024330 -9.702055e-04  2.750090e-03
## club_position.LWB               0.0011344176  5.164565e-03  6.709436e-03
## club_position.RAM               0.0067303690  6.202537e-04 -8.052616e-03
## club_position.RB                0.0071204621 -1.845613e-03  3.102890e-03
## club_position.RCB              -0.0071391960  2.997520e-03  6.668195e-04
## club_position.RCM              -0.0072376586  4.540426e-03 -8.434558e-03
## club_position.RDM              -0.0051325980  1.629326e-03 -2.520380e-03
## club_position.RES               0.0049058989 -8.049600e-03  8.537381e-05
## club_position.RF               -0.0014369094  3.017178e-04 -3.948864e-03
## club_position.RM               -0.0051118713 -2.992811e-03  1.504878e-03
## club_position.RS                0.0068468640 -2.083739e-03  8.023424e-04
## club_position.RW               -0.0064546224  3.746430e-03 -2.823937e-03
## club_position.RWB               0.0023549195 -1.887861e-03  2.410069e-03
## club_position.ST                0.0030108320 -1.096140e-03 -4.521884e-04
## club_position.SUB               0.0005304249  4.361989e-04  4.420258e-04
## club_contract_valid_until.2021 -0.0083172219 -8.345066e-03  1.912716e-03
## club_contract_valid_until.2022  0.0036805331 -1.523421e-04 -2.090160e-03
## club_contract_valid_until.2023 -0.0016494137  8.755896e-04  2.035519e-03
## club_contract_valid_until.2024  0.0040086595  3.604255e-03  9.894736e-04
## club_contract_valid_until.2025 -0.0016984237  1.618032e-03 -2.308761e-03
## club_contract_valid_until.2026  0.0034219870  3.406223e-03 -2.154873e-03
## club_contract_valid_until.2027 -0.0003190231  4.733687e-05  1.659204e-03
## club_contract_valid_until.2028 -0.0025668199 -2.840038e-03  5.829497e-03
## club_contract_valid_until.2031  0.0011870152  8.502605e-04  8.130078e-04
## preferred_foot.Left             0.0038129971  6.039587e-04  7.667444e-05
## preferred_foot.Right           -0.0038129971 -6.039587e-04 -7.667444e-05
## weak_foot.1                     0.0012368137 -7.911735e-04  3.428980e-05
## weak_foot.2                     0.0062794480 -2.003336e-03 -2.924106e-04
## weak_foot.3                    -0.0012678178  1.194260e-03  1.061898e-03
## weak_foot.4                    -0.0045948932  4.416405e-04 -3.324373e-04
## weak_foot.5                    -0.0017557770  6.658879e-04 -2.178531e-03
## skill_moves.2                  -0.0036658027  4.205574e-03  6.874100e-03
## skill_moves.3                   0.0011789002 -4.266105e-03 -2.809571e-03
## skill_moves.4                   0.0043070521 -8.933707e-04 -6.511050e-03
## skill_moves.5                   0.0028836556  3.378188e-03 -7.250808e-03
## international_reputation.1     -0.0056967474  1.381888e-03  2.960897e-03
## international_reputation.2      0.0037723970 -1.965426e-03  5.189339e-04
## international_reputation.3      0.0036227880 -1.196462e-03 -6.747127e-03
## international_reputation.4      0.0009607537  2.901912e-03 -8.681611e-04
## international_reputation.5      0.0068548498  3.661533e-03 -1.071678e-03
## work_rate.High.High            -0.0069165264 -4.628370e-03 -2.788693e-03
## work_rate.High.Low              0.0068521916 -9.040997e-04 -3.167652e-03
## work_rate.High.Medium          -0.0000836870 -3.409181e-03  4.196465e-03
## work_rate.Low.High             -0.0024867701 -3.475866e-05  1.515402e-03
## work_rate.Low.Low               0.0004417275 -3.158222e-04  5.168531e-04
## work_rate.Low.Medium            0.0008762424  6.820837e-03  1.572374e-03
## work_rate.Medium.High          -0.0036219637 -1.398361e-03 -5.976260e-04
## work_rate.Medium.Low            0.0049198175  2.266222e-03 -2.818528e-03
## work_rate.Medium.Medium         0.0012837150  3.208301e-03 -2.275224e-04
## body_type.Lean..170..          -0.0187470750  3.878311e-03 -5.806887e-03
## body_type.Lean..170.185.       -0.0051080885  1.198580e-03 -2.176930e-04
## body_type.Lean..185..           0.0185456614 -1.158335e-02  2.100833e-04
## body_type.Normal..170..        -0.0212217403  6.235186e-03 -4.269077e-03
## body_type.Normal..170.185.     -0.0063641760  3.417526e-03 -1.125545e-04
## body_type.Normal..185..         0.0174645525 -5.142982e-03  4.034409e-03
## body_type.Stocky..170..        -0.0049426374  3.059514e-03 -4.409444e-04
## body_type.Stocky..170.185.     -0.0079130525  5.819811e-03 -5.352023e-04
## body_type.Stocky..185..         0.0083093290 -1.729897e-03  8.688281e-04
## body_type.Unique                0.0151522773  2.305238e-03  4.346190e-03
## real_face.No                    0.0028122471  8.630682e-04 -7.210938e-04
## real_face.Yes                  -0.0028122471 -8.630682e-04  7.210938e-04
## pace                            0.0012462137 -1.062731e-02 -2.116631e-04
## shooting                        0.0770363499  2.048958e-02  1.695892e-02
## passing                        -0.0127404125  8.692491e-02  1.964982e-02
## dribbling                       0.0123904440  3.657357e-02  2.033679e-02
## defending                       0.0750099590  1.004111e-02  7.917878e-03
## physic                         -0.0033502791  5.013960e-03 -1.057332e-02
## attacking_crossing              0.0370159333 -5.233252e-02  3.242693e-03
## attacking_finishing             0.2492970680  5.878988e-02  6.691812e-02
## attacking_heading_accuracy      0.0178329451 -7.849243e-03  1.267595e-02
## attacking_short_passing        -0.1198924277  4.828138e-01  1.199930e-01
## attacking_volleys              -0.0398546359  1.879972e-03 -5.918545e-03
## skill_dribbling                 0.0089064859  3.985748e-01  1.317099e-01
## skill_curve                    -0.0297341405 -5.798845e-03  8.621253e-03
## skill_fk_accuracy               0.0553675516  3.354125e-02 -1.311462e-03
## skill_long_passing              0.1164415122 -3.136721e-01 -5.995731e-02
## skill_ball_control              0.0466023345 -6.264829e-01 -1.600093e-01
## movement_acceleration           0.0499378510 -1.542922e-02 -1.923289e-02
## movement_sprint_speed          -0.0387897258 -4.556964e-03  1.732725e-02
## movement_agility               -0.0332035154  3.918743e-03 -1.691690e-02
## movement_reactions              0.0097697466 -1.265838e-02 -9.369967e-02
## movement_balance               -0.0246098185  4.739259e-03 -6.505333e-04
## power_shot_power                0.0395986529 -1.729038e-03  6.462518e-02
## power_jumping                   0.0049082315  2.653879e-03 -6.714637e-03
## power_stamina                  -0.0114268440  6.178930e-03 -2.800046e-04
## power_strength                 -0.0196998191  6.107879e-05 -1.249682e-02
## power_long_shots               -0.2388751221 -1.413112e-02 -1.166204e-01
## mentality_aggression            0.0443529994  7.029768e-03 -1.093255e-02
## mentality_interceptions        -0.0631555886 -2.247898e-01  8.212763e-01
## mentality_positioning          -0.0530560207 -1.050730e-01 -5.193881e-02
## mentality_vision               -0.0175545419 -5.973386e-03 -3.761554e-02
## mentality_penalties            -0.0373553858 -2.912414e-02 -9.163487e-03
## mentality_composure            -0.0198577901  1.235213e-02  2.327680e-02
## defending_marking_awareness     0.7421385945  1.595939e-01 -2.229695e-01
## defending_standing_tackle      -0.3266667066  1.179266e-02 -1.980203e-01
## defending_sliding_tackle       -0.3517472298  5.844681e-02 -3.667930e-01
## goalkeeping_diving             -0.0049038230  5.787588e-03  1.148046e-04
## goalkeeping_handling            0.0018699765 -1.390256e-04 -1.519481e-03
## goalkeeping_kicking            -0.0005951816  3.875159e-03  8.560822e-04
## goalkeeping_positioning         0.0041137478 -2.945746e-03  1.590406e-04
## goalkeeping_reflexes            0.0003616196 -1.291735e-03  2.384827e-03
##                                        PC109         PC110         PC111
## potential                      -1.254467e-03  2.563538e-04  5.619812e-05
## value_eur                      -4.159724e-03  3.813769e-04 -1.429318e-04
## wage_eur                        6.216588e-03 -2.834801e-04  3.993767e-04
## age                            -1.088307e-02  1.141965e-05 -4.768509e-04
## height_cm                      -2.989386e-03  8.303864e-05  1.957898e-04
## weight_kg                       1.129896e-03  7.001840e-04 -4.127136e-04
## league_level.1                 -1.573880e-03 -2.571065e-05 -9.516650e-05
## league_level.2                  8.052380e-04 -1.991275e-04 -1.460788e-04
## league_level.3                  7.507951e-04  1.943151e-04  4.774938e-06
## league_level.4                  1.024118e-03  1.187594e-04  4.743457e-04
## league_level.5                  7.412535e-04  2.819417e-04  1.423290e-04
## club_position.CAM               3.601545e-03 -1.545823e-04 -9.479631e-05
## club_position.CB               -1.071508e-03 -3.465633e-04  1.683973e-04
## club_position.CDM              -1.579602e-03  1.878263e-04  6.864981e-05
## club_position.CF                4.265225e-04  6.156308e-05 -1.547153e-04
## club_position.CM               -2.753921e-04 -3.467576e-04  1.430803e-04
## club_position.LAM               7.088053e-04 -1.726070e-04 -3.548028e-04
## club_position.LB               -5.759539e-03  1.219640e-04  2.836417e-04
## club_position.LCB              -2.073935e-03 -8.720782e-06 -1.614485e-04
## club_position.LCM              -8.855519e-05  4.988745e-05  1.965931e-04
## club_position.LDM              -1.768976e-03 -3.440352e-04  2.711033e-04
## club_position.LF                1.930520e-03  8.841161e-05  1.474845e-05
## club_position.LM               -1.294754e-03  3.182157e-04  1.291463e-05
## club_position.LS                1.807782e-03  2.259511e-04  2.143941e-05
## club_position.LW                2.558254e-03 -1.796493e-04 -8.350880e-05
## club_position.LWB              -2.491201e-03 -1.442712e-04 -2.949120e-05
## club_position.RAM               6.994090e-04 -2.310618e-04 -1.318466e-04
## club_position.RB               -6.049928e-03 -1.255222e-04  1.417134e-04
## club_position.RCB              -6.005668e-04  2.645520e-04 -1.774335e-04
## club_position.RCM               3.935455e-03  1.956009e-04 -1.675086e-04
## club_position.RDM              -3.718977e-04 -3.647147e-05 -3.549449e-04
## club_position.RES               3.466362e-04 -5.712891e-06 -8.237423e-05
## club_position.RF                2.020179e-03 -1.730389e-04 -7.508343e-05
## club_position.RM                3.896627e-04  3.255823e-05  1.229611e-04
## club_position.RS                4.068641e-03  1.950168e-04 -2.047136e-04
## club_position.RW                3.364182e-04  9.635357e-05 -1.684365e-04
## club_position.RWB               1.593091e-03 -6.607646e-04 -1.771350e-04
## club_position.ST                7.510660e-03  7.160119e-05 -1.696942e-04
## club_position.SUB              -6.969743e-04 -9.976449e-06  2.047569e-04
## club_contract_valid_until.2021  3.626509e-03 -8.747603e-05 -1.691173e-04
## club_contract_valid_until.2022  5.872405e-04  1.458137e-04 -7.143094e-05
## club_contract_valid_until.2023 -1.053061e-03 -1.355300e-04  1.029905e-04
## club_contract_valid_until.2024 -2.138829e-03  1.505414e-04  1.928450e-04
## club_contract_valid_until.2025 -1.124786e-03 -2.878023e-05 -8.714711e-05
## club_contract_valid_until.2026  9.965754e-04 -1.333391e-04 -1.049817e-05
## club_contract_valid_until.2027 -1.561575e-04 -4.311307e-04 -2.281649e-04
## club_contract_valid_until.2028  1.135282e-03 -1.753554e-04  1.659406e-04
## club_contract_valid_until.2031 -1.264658e-03  2.493194e-04  3.957198e-05
## preferred_foot.Left             3.376570e-05  6.717190e-05 -3.398657e-05
## preferred_foot.Right           -3.376570e-05 -6.717190e-05  3.398657e-05
## weak_foot.1                     1.206667e-03  1.487991e-04  1.856496e-05
## weak_foot.2                     7.184921e-04  3.460463e-05 -2.222725e-04
## weak_foot.3                    -3.142341e-03 -3.762298e-05  1.635722e-04
## weak_foot.4                     3.137882e-03  1.317260e-05  2.832252e-05
## weak_foot.5                     2.068291e-04 -5.795018e-05 -2.437301e-05
## skill_moves.2                  -3.509477e-03 -2.980762e-05 -4.022875e-04
## skill_moves.3                  -6.016702e-04  8.982061e-05  1.154944e-04
## skill_moves.4                   7.034175e-03 -8.654053e-05  5.668008e-04
## skill_moves.5                   4.507699e-03 -1.164044e-04  1.988374e-05
## international_reputation.1      5.303879e-04 -4.888356e-05 -2.511189e-04
## international_reputation.2      4.695546e-04 -4.509613e-06  1.452183e-04
## international_reputation.3     -1.096549e-03  3.298258e-05  1.750423e-04
## international_reputation.4     -3.480222e-03  1.295905e-04  1.965889e-04
## international_reputation.5      4.317534e-03  1.303699e-04  5.594306e-06
## work_rate.High.High             5.783369e-03 -1.086672e-04  2.280418e-04
## work_rate.High.Low             -4.820336e-03  7.534779e-05  1.485486e-04
## work_rate.High.Medium           4.280846e-04 -6.726388e-05 -3.530067e-05
## work_rate.Low.High              3.307593e-04  1.481869e-04  1.442538e-05
## work_rate.Low.Low              -1.388207e-03 -1.777409e-04  1.245283e-04
## work_rate.Low.Medium           -5.262187e-04  1.923209e-04  3.953128e-04
## work_rate.Medium.High          -1.061881e-03  1.514142e-05 -8.828208e-05
## work_rate.Medium.Low           -6.337531e-04  3.700804e-04 -2.934293e-04
## work_rate.Medium.Medium        -2.116924e-05 -1.804728e-04 -1.146831e-04
## body_type.Lean..170..           3.765689e-04 -3.201679e-04 -1.080484e-04
## body_type.Lean..170.185.        7.157486e-04  2.789514e-05  2.718289e-04
## body_type.Lean..185..           2.172074e-03  8.917995e-05 -5.735509e-05
## body_type.Normal..170..        -7.983941e-04 -3.023171e-05 -5.366301e-05
## body_type.Normal..170.185.     -4.523216e-03  1.181220e-05  5.701670e-05
## body_type.Normal..185..         3.402036e-03  2.235213e-04 -7.176479e-05
## body_type.Stocky..170..         1.788201e-03  3.692547e-05  1.425939e-04
## body_type.Stocky..170.185.     -3.158707e-04 -5.814775e-05  3.617838e-06
## body_type.Stocky..185..         1.758868e-03 -2.138330e-04 -3.628235e-04
## body_type.Unique               -2.583682e-03 -3.964744e-04 -4.208164e-04
## real_face.No                   -2.771602e-03  1.090293e-04  1.434427e-04
## real_face.Yes                   2.771602e-03 -1.090293e-04 -1.434427e-04
## pace                           -1.784536e-03  1.439821e-03 -1.442393e-02
## shooting                        8.289547e-03  4.233708e-03 -2.995592e-03
## passing                         8.338586e-04 -7.847423e-01 -4.029499e-01
## dribbling                      -6.206477e-03 -3.815472e-01  7.453288e-01
## defending                      -1.208277e-01 -1.250761e-02 -6.035566e-03
## physic                          6.976381e-03 -4.108897e-02  2.158058e-02
## attacking_crossing             -1.389842e-02  2.123593e-01  1.088920e-01
## attacking_finishing             1.775972e-02 -3.295134e-03  9.755923e-04
## attacking_heading_accuracy     -6.173132e-03  1.097667e-03  4.885848e-04
## attacking_short_passing         2.709320e-02  2.547207e-01  1.307104e-01
## attacking_volleys               5.594448e-03 -7.101827e-04  1.141475e-04
## skill_dribbling                -2.368461e-02  2.117773e-01 -4.150595e-01
## skill_curve                    -4.183007e-04  5.705213e-02  2.951320e-02
## skill_fk_accuracy               6.351541e-03  5.695467e-02  2.915777e-02
## skill_long_passing             -1.866753e-02  1.389978e-01  7.108354e-02
## skill_ball_control              2.101352e-02  1.134247e-01 -2.213439e-01
## movement_acceleration          -5.414155e-03 -1.435730e-03  6.893140e-03
## movement_sprint_speed           2.041366e-03 -6.938014e-04  8.109214e-03
## movement_agility                2.342832e-05  4.829824e-02 -9.404904e-02
## movement_reactions             -5.474195e-03  1.751551e-02 -3.386039e-02
## movement_balance               -4.631034e-03  2.443089e-02 -4.645779e-02
## power_shot_power               -1.762239e-02 -1.236848e-03  7.931245e-04
## power_jumping                  -8.425904e-03  2.452145e-03 -1.265924e-03
## power_stamina                   3.226164e-03  1.199243e-02 -6.382471e-03
## power_strength                  9.345282e-03  2.622921e-02 -1.359647e-02
## power_long_shots                1.142525e-02 -4.112086e-05  1.296637e-03
## mentality_aggression           -6.960310e-03  1.120653e-02 -6.255624e-03
## mentality_interceptions         1.459751e-01  2.504911e-03  1.230452e-03
## mentality_positioning           5.730654e-03 -2.271180e-05  7.241645e-04
## mentality_vision               -1.679145e-03  1.963483e-01  1.015696e-01
## mentality_penalties            -2.354530e-04 -3.596467e-04 -1.169648e-04
## mentality_composure             4.476165e-03  2.022999e-02 -3.932480e-02
## defending_marking_awareness     3.700752e-02  3.069714e-03  1.495014e-03
## defending_standing_tackle      -7.084535e-01  4.760673e-03  3.007016e-03
## defending_sliding_tackle        6.756108e-01  1.730854e-03 -5.537800e-05
## goalkeeping_diving              4.558454e-04  2.120205e-04  5.960473e-05
## goalkeeping_handling            2.218420e-03  6.883571e-05 -3.444114e-04
## goalkeeping_kicking            -2.057881e-03 -1.314302e-04 -1.216706e-04
## goalkeeping_positioning         2.012297e-04 -3.117323e-04 -2.143195e-05
## goalkeeping_reflexes           -1.342762e-03  1.623725e-04 -1.647338e-05
##                                        PC112         PC113         PC114
## potential                      -7.551663e-04 -2.317908e-05  5.671728e-04
## value_eur                      -4.845489e-05 -1.072559e-04 -1.354243e-04
## wage_eur                        6.212779e-04 -1.696785e-04 -1.997738e-06
## age                            -9.624585e-05  5.261185e-05  3.855024e-04
## height_cm                       7.522280e-04 -7.799382e-06  2.105044e-05
## weight_kg                       2.112218e-04 -5.914334e-06  2.784842e-04
## league_level.1                 -5.570476e-05  2.245032e-05 -4.246172e-05
## league_level.2                  1.080119e-04 -1.576429e-04 -1.637784e-04
## league_level.3                 -2.858329e-05  1.359177e-04  8.366068e-05
## league_level.4                  1.698863e-05  6.076091e-05  2.928589e-04
## league_level.5                 -2.388975e-04  2.229577e-05  5.676154e-05
## club_position.CAM               8.024329e-05  1.116133e-04 -6.061271e-06
## club_position.CB               -4.442492e-05 -2.239759e-04  1.876840e-04
## club_position.CDM              -3.652876e-04  7.276459e-05 -1.391550e-04
## club_position.CF                2.546506e-04 -6.678544e-05 -1.155238e-04
## club_position.CM                2.869133e-04 -7.741541e-06 -3.576940e-05
## club_position.LAM              -2.320579e-05  3.491100e-04  1.836196e-05
## club_position.LB                4.016761e-04 -4.883834e-05 -1.922136e-05
## club_position.LCB               1.180525e-04 -1.755161e-04 -2.259193e-04
## club_position.LCM              -1.707902e-04  2.056979e-05 -7.788768e-05
## club_position.LDM              -1.374421e-04  1.580676e-04 -1.000436e-04
## club_position.LF               -5.241599e-05 -4.792129e-05  2.517247e-06
## club_position.LM               -3.837694e-05  6.262365e-05 -1.740524e-04
## club_position.LS               -1.446811e-04  1.509817e-04 -5.930046e-05
## club_position.LW                2.571862e-04  2.313519e-05  4.679394e-05
## club_position.LWB               2.628820e-04 -2.793839e-04  1.065110e-05
## club_position.RAM               1.789961e-04 -4.186236e-04  8.671025e-05
## club_position.RB                4.000396e-05  3.207809e-04  5.528365e-05
## club_position.RCB               2.694077e-05 -6.629262e-06 -2.434026e-05
## club_position.RCM               6.025260e-05  3.266996e-05  8.036903e-05
## club_position.RDM              -1.309116e-04  1.367722e-04 -5.834574e-05
## club_position.RES              -2.525831e-04  5.134266e-06  1.016636e-04
## club_position.RF                1.769459e-04  3.957741e-04  3.046014e-05
## club_position.RM               -2.638314e-05 -6.143446e-06  1.107319e-04
## club_position.RS               -6.933087e-05 -2.229945e-04  3.848293e-06
## club_position.RW                2.362008e-05 -1.545254e-05  1.835639e-04
## club_position.RWB              -3.508977e-05  1.158071e-04  4.693467e-06
## club_position.ST               -2.752569e-05 -1.615066e-04  1.499446e-05
## club_position.SUB               4.334350e-05 -5.623293e-05  1.444923e-05
## club_contract_valid_until.2021  2.132216e-04 -4.821460e-05  1.057721e-04
## club_contract_valid_until.2022 -8.739514e-05  1.082347e-04 -1.057719e-04
## club_contract_valid_until.2023  1.037493e-04 -9.492164e-05  7.294495e-05
## club_contract_valid_until.2024 -7.824074e-05  1.927556e-04  2.831572e-05
## club_contract_valid_until.2025 -1.219823e-04 -1.234726e-04 -1.467099e-04
## club_contract_valid_until.2026 -8.109239e-05 -1.967329e-04  1.095401e-04
## club_contract_valid_until.2027  2.242113e-04 -2.109449e-04 -1.062608e-04
## club_contract_valid_until.2028  8.059178e-05  2.341003e-04  1.390793e-04
## club_contract_valid_until.2031 -2.708026e-04 -2.960654e-05 -3.932140e-05
## preferred_foot.Left            -7.922944e-05  9.707822e-06 -4.455212e-05
## preferred_foot.Right            7.922944e-05 -9.707822e-06  4.455212e-05
## weak_foot.1                    -1.715842e-04  6.918208e-05 -6.741361e-05
## weak_foot.2                     1.232921e-04  1.422827e-04  1.442262e-05
## weak_foot.3                    -1.495249e-05 -4.154361e-05 -3.839218e-05
## weak_foot.4                    -1.963801e-05 -1.707815e-04  3.358325e-05
## weak_foot.5                    -2.013381e-04  1.850571e-04  2.982625e-05
## skill_moves.2                   7.043262e-05 -7.687852e-05 -3.184704e-05
## skill_moves.3                  -1.284492e-04  2.040062e-04  1.444952e-04
## skill_moves.4                   1.260684e-04 -1.639381e-04 -2.031747e-04
## skill_moves.5                  -8.389139e-05 -3.281965e-04 -4.581197e-05
## international_reputation.1      3.483593e-05 -4.929627e-05  2.667521e-06
## international_reputation.2     -4.193475e-05  1.299993e-04  2.435563e-05
## international_reputation.3     -1.978662e-05 -7.785950e-05  3.274079e-06
## international_reputation.4      6.766305e-05 -1.530395e-04 -4.461624e-05
## international_reputation.5     -4.753337e-05  6.718547e-05 -2.154893e-04
## work_rate.High.High             1.591072e-04  1.341606e-04  1.627382e-05
## work_rate.High.Low             -7.592308e-05 -1.338088e-05 -3.267090e-04
## work_rate.High.Medium           1.913627e-04 -2.290873e-04  3.749265e-05
## work_rate.Low.High              3.675865e-05 -5.686717e-05 -4.503138e-05
## work_rate.Low.Low               1.359192e-04 -3.805146e-05 -3.669925e-05
## work_rate.Low.Medium            1.291168e-05 -1.362624e-04  7.455204e-05
## work_rate.Medium.High          -3.003879e-04 -1.066049e-04 -2.659878e-05
## work_rate.Medium.Low           -2.943533e-05  2.336871e-04 -3.363938e-05
## work_rate.Medium.Medium        -3.170064e-05  1.636908e-04  1.244497e-04
## body_type.Lean..170..           1.487778e-04  7.288623e-05  1.339634e-04
## body_type.Lean..170.185.       -3.436206e-04 -2.196066e-04 -8.005960e-05
## body_type.Lean..185..          -3.372387e-04  8.593260e-05 -7.656470e-05
## body_type.Normal..170..         1.045933e-04 -1.693830e-05  1.595810e-04
## body_type.Normal..170.185.     -2.374000e-06 -1.150554e-04  5.297181e-05
## body_type.Normal..185..         4.982178e-04  2.986917e-04 -1.554254e-04
## body_type.Stocky..170..        -1.166046e-04  5.354543e-05  3.370016e-04
## body_type.Stocky..170.185.      1.775599e-04 -1.473074e-04 -1.080301e-04
## body_type.Stocky..185..        -4.053779e-05 -6.353593e-05 -3.297025e-05
## body_type.Unique               -9.503441e-05  3.664072e-04  3.805490e-04
## real_face.No                    1.074470e-04 -1.278769e-04  5.261131e-05
## real_face.Yes                  -1.074470e-04  1.278769e-04 -5.261131e-05
## pace                            2.270542e-02 -8.051222e-01 -1.278118e-02
## shooting                        1.334436e-02 -1.328459e-02  8.548928e-01
## passing                        -2.944608e-02  4.800688e-03  2.646189e-03
## dribbling                      -3.934440e-02 -1.557048e-02  4.729696e-03
## defending                      -1.615125e-02  3.170132e-03  4.986716e-02
## physic                          7.916171e-01  2.207307e-02 -1.109110e-02
## attacking_crossing              8.286737e-03 -1.331332e-03 -7.566419e-04
## attacking_finishing            -7.611161e-03  7.321335e-03 -4.443260e-01
## attacking_heading_accuracy      1.542230e-03 -4.393308e-04 -3.765192e-03
## attacking_short_passing         9.027096e-03 -1.458505e-03 -4.394943e-04
## attacking_volleys               6.541093e-04  6.648424e-04 -4.445183e-02
## skill_dribbling                 2.150311e-02  7.635337e-03 -3.027787e-03
## skill_curve                     1.218224e-03  1.045427e-04 -6.578732e-04
## skill_fk_accuracy               1.924904e-03 -2.200943e-04  1.929812e-04
## skill_long_passing              5.222363e-03 -9.402296e-04 -7.682437e-04
## skill_ball_control              1.250113e-02  5.442361e-03 -1.427921e-03
## movement_acceleration          -9.676710e-03  3.769194e-01  5.876649e-03
## movement_sprint_speed          -1.338255e-02  4.564158e-01  7.301938e-03
## movement_agility                5.174573e-03  1.939430e-03 -7.773491e-04
## movement_reactions              2.374921e-03  1.070290e-03 -5.385291e-04
## movement_balance                2.260392e-03  7.823213e-04 -2.008962e-04
## power_shot_power               -2.434440e-03  1.739970e-03 -1.609045e-01
## power_jumping                  -4.780556e-02 -1.338712e-03  8.799391e-04
## power_stamina                  -2.285802e-01 -6.723579e-03  3.043188e-03
## power_strength                 -5.139641e-01 -1.407944e-02  7.123344e-03
## power_long_shots               -2.562853e-03  3.257731e-03 -1.921968e-01
## mentality_aggression           -2.234596e-01 -6.068891e-03  3.035574e-03
## mentality_interceptions         3.136137e-03 -1.314033e-03 -1.093794e-02
## mentality_positioning          -1.120460e-03  4.587745e-04 -4.249701e-02
## mentality_vision                7.771882e-03 -9.204803e-04 -4.012878e-04
## mentality_penalties            -1.085062e-03  6.526348e-05 -3.769020e-02
## mentality_composure             1.937708e-03  5.877285e-04 -9.606037e-05
## defending_marking_awareness     5.451133e-03 -1.135056e-03 -1.597038e-02
## defending_standing_tackle       7.077538e-03 -6.498502e-04 -1.752094e-02
## defending_sliding_tackle        7.501831e-04 -4.176897e-04 -5.299476e-03
## goalkeeping_diving             -1.798702e-04 -1.555600e-04  2.847194e-04
## goalkeeping_handling            1.403013e-04 -1.224938e-04  3.576515e-05
## goalkeeping_kicking            -1.673901e-04  1.596683e-04  2.077055e-04
## goalkeeping_positioning         6.809909e-05 -7.957629e-05 -4.004919e-05
## goalkeeping_reflexes           -1.421105e-04  8.372417e-05 -2.058690e-04
##                                        PC115         PC116         PC117
## potential                       1.065890e-04  4.813513e-14  2.894039e-15
## value_eur                      -4.293014e-05 -1.543787e-14 -8.318115e-15
## wage_eur                        1.208047e-04  8.209767e-15 -2.131884e-16
## age                            -4.344211e-04  1.159613e-15  2.244120e-15
## height_cm                      -6.130354e-06 -1.877069e-15 -8.758796e-16
## weight_kg                       1.901495e-04  2.532612e-16 -2.377906e-16
## league_level.1                 -9.192291e-05  1.718976e-01 -3.704508e-01
## league_level.2                  1.639904e-04  1.388700e-01 -2.992742e-01
## league_level.3                  4.650868e-05  9.809985e-02 -2.114118e-01
## league_level.4                 -1.801611e-04  7.145059e-02 -1.539808e-01
## league_level.5                  8.337832e-05  1.604846e-02 -3.458551e-02
## club_position.CAM               5.529858e-05  9.910846e-03  4.421951e-02
## club_position.CB                4.284380e-05  7.905597e-03  3.527263e-02
## club_position.CDM              -2.782333e-05  7.566779e-03  3.376092e-02
## club_position.CF               -4.929350e-05  1.580574e-03  7.052091e-03
## club_position.CM                7.327830e-05  5.331120e-03  2.378602e-02
## club_position.LAM              -5.496452e-05  2.736437e-03  1.220924e-02
## club_position.LB               -1.367300e-04  1.306161e-02  5.827735e-02
## club_position.LCB              -1.468157e-04  1.497670e-02  6.682200e-02
## club_position.LCM               9.087832e-05  1.245573e-02  5.557410e-02
## club_position.LDM               5.892158e-05  8.702536e-03  3.882836e-02
## club_position.LF               -1.282144e-04  3.323693e-03  1.482942e-02
## club_position.LM               -3.689002e-05  1.162659e-02  5.187471e-02
## club_position.LS                1.311384e-04  8.314105e-03  3.709529e-02
## club_position.LW               -2.251240e-04  7.771920e-03  3.467620e-02
## club_position.LWB               6.266554e-05  6.217150e-03  2.773924e-02
## club_position.RAM               8.404993e-05  2.462377e-03  1.098646e-02
## club_position.RB               -9.950111e-05  1.308723e-02  5.839168e-02
## club_position.RCB               2.018989e-05  1.515063e-02  6.759800e-02
## club_position.RCM              -6.065329e-05  1.248276e-02  5.569471e-02
## club_position.RDM               1.174604e-04  8.702536e-03  3.882836e-02
## club_position.RES              -4.268187e-06  2.769471e-02  1.235663e-01
## club_position.RF                1.623006e-04  3.480476e-03  1.552894e-02
## club_position.RM               -3.385435e-05  1.159733e-02  5.174415e-02
## club_position.RS                1.023143e-04  8.602109e-03  3.838028e-02
## club_position.RW               -9.773461e-05  7.883482e-03  3.517396e-02
## club_position.RWB               3.793113e-05  6.188759e-03  2.761257e-02
## club_position.ST                2.133122e-06  1.246926e-02  5.563444e-02
## club_position.SUB               7.287867e-05  3.739729e-02  1.668566e-01
## club_contract_valid_until.2021  2.006184e-04  1.216456e-02 -6.278984e-02
## club_contract_valid_until.2022  2.497378e-05  1.846123e-02 -9.529141e-02
## club_contract_valid_until.2023 -3.032329e-05  1.670645e-02 -8.623373e-02
## club_contract_valid_until.2024 -8.353108e-05  1.466347e-02 -7.568850e-02
## club_contract_valid_until.2025 -4.558952e-05  1.046526e-02 -5.401859e-02
## club_contract_valid_until.2026 -6.480132e-05  6.008598e-03 -3.101460e-02
## club_contract_valid_until.2027 -2.227709e-04  1.139299e-03 -5.880724e-03
## club_contract_valid_until.2028 -9.184658e-05  3.046141e-04 -1.572328e-03
## club_contract_valid_until.2031 -7.149628e-05  3.046141e-04 -1.572328e-03
## preferred_foot.Left            -2.123636e-05  1.529195e-03  5.622893e-02
## preferred_foot.Right            2.123636e-05  1.529195e-03  5.622893e-02
## weak_foot.1                    -1.924309e-04 -1.450376e-03 -2.049988e-03
## weak_foot.2                     3.306012e-05 -1.182950e-02 -1.672004e-02
## weak_foot.3                    -5.162237e-05 -1.456688e-02 -2.058910e-02
## weak_foot.4                     1.074482e-05 -1.106766e-02 -1.564323e-02
## weak_foot.5                     1.354628e-04 -3.846587e-03 -5.436836e-03
## skill_moves.2                  -1.573985e-05  2.901201e-01 -3.683866e-01
## skill_moves.3                   6.520202e-05  2.817440e-01 -3.577509e-01
## skill_moves.4                  -9.838402e-05  1.473253e-01 -1.870696e-01
## skill_moves.5                   2.056544e-05  3.358142e-02 -4.264078e-02
## international_reputation.1     -4.756529e-05  5.786928e-01  3.427378e-01
## international_reputation.2     -4.222644e-05  5.053737e-01  2.993136e-01
## international_reputation.3      1.101437e-04  2.700611e-01  1.599469e-01
## international_reputation.4      1.184063e-04  1.242203e-01  7.357097e-02
## international_reputation.5      1.034011e-04  4.266720e-02  2.527017e-02
## work_rate.High.High             4.490169e-05  7.295591e-02 -5.067640e-02
## work_rate.High.Low              1.433860e-04  6.255621e-02 -4.345260e-02
## work_rate.High.Medium          -3.645591e-05  1.212256e-01 -8.420530e-02
## work_rate.Low.High             -2.577723e-06  4.813754e-02 -3.343714e-02
## work_rate.Low.Low               1.105609e-04  1.534100e-02 -1.065611e-02
## work_rate.Low.Medium            7.532480e-05  4.835266e-02 -3.358657e-02
## work_rate.Medium.High          -2.051849e-04  9.329740e-02 -6.480594e-02
## work_rate.Medium.Low            2.462334e-06  6.195621e-02 -4.303582e-02
## work_rate.Medium.Medium         4.025201e-05  1.478270e-01 -1.026831e-01
## body_type.Lean..170..           1.351948e-04  3.912410e-04  7.917761e-04
## body_type.Lean..170.185.       -7.105258e-05  9.948346e-04  2.013302e-03
## body_type.Lean..185..          -5.901909e-05  6.717330e-04  1.359423e-03
## body_type.Normal..170..        -3.172099e-05  4.602082e-04  9.313488e-04
## body_type.Normal..170.185.     -1.501481e-05  1.141127e-03  2.309362e-03
## body_type.Normal..185..         1.038012e-04  8.911683e-04  1.803507e-03
## body_type.Stocky..170..         2.013456e-04  1.770024e-04  3.582095e-04
## body_type.Stocky..170.185.     -4.215222e-05  4.095387e-04  8.288062e-04
## body_type.Stocky..185..        -3.391678e-05  2.947686e-04  5.965395e-04
## body_type.Unique               -5.744404e-05  2.039115e-04  4.126670e-04
## real_face.No                    4.168388e-05 -6.209198e-04 -6.058891e-02
## real_face.Yes                  -4.168388e-05 -6.209198e-04 -6.058891e-02
## pace                           -4.039005e-03  1.823736e-15 -1.906922e-15
## shooting                        4.822643e-02  1.639249e-14 -4.826475e-15
## passing                         1.450447e-02  7.709762e-16 -1.154187e-15
## dribbling                       1.271909e-03 -1.978029e-14  8.019301e-16
## defending                      -8.784410e-01 -6.686492e-15 -1.192412e-15
## physic                         -1.500255e-02  1.664109e-14  4.605799e-15
## attacking_crossing             -4.066535e-03 -9.636389e-16  5.523332e-16
## attacking_finishing            -2.485626e-02 -8.514700e-15  2.661655e-15
## attacking_heading_accuracy      6.312605e-02  6.621223e-16  1.791644e-17
## attacking_short_passing        -4.615664e-03 -4.586175e-16  3.464026e-17
## attacking_volleys              -2.039054e-03 -1.741229e-16  2.245112e-16
## skill_dribbling                -6.001544e-04  1.125887e-14 -4.819838e-16
## skill_curve                    -9.093344e-04  2.417771e-16  5.498260e-16
## skill_fk_accuracy              -9.096760e-04  3.881444e-17 -9.595189e-17
## skill_long_passing             -2.686338e-03  6.125742e-16  1.487525e-16
## skill_ball_control             -1.061028e-04  5.941211e-15 -2.115143e-16
## movement_acceleration           1.463743e-03  2.283059e-16  8.694929e-16
## movement_sprint_speed           2.558985e-03 -2.162875e-15  1.123477e-15
## movement_agility                2.546503e-05  2.447912e-15 -6.461845e-17
## movement_reactions             -2.436506e-04  9.213550e-16 -7.147603e-17
## movement_balance               -1.169014e-04  1.372166e-15 -2.894142e-16
## power_shot_power               -9.330262e-03 -3.220785e-15  8.209037e-16
## power_jumping                   1.014115e-03 -1.406752e-15 -1.518967e-16
## power_stamina                   4.371177e-03 -4.766370e-15 -1.171968e-15
## power_strength                  9.726989e-03 -9.362411e-15 -2.786308e-15
## power_long_shots               -1.093588e-02 -3.663085e-15  1.324570e-15
## mentality_aggression            3.880916e-03 -6.018840e-15 -1.428491e-15
## mentality_interceptions         2.010420e-01  2.648923e-15 -4.553649e-16
## mentality_positioning          -2.562277e-03 -1.219944e-15  1.035413e-16
## mentality_vision               -3.859092e-03 -1.760744e-16  3.393553e-17
## mentality_penalties            -2.054173e-03 -1.902612e-15  1.803232e-16
## mentality_composure            -1.805490e-04  1.400572e-15  1.103176e-16
## defending_marking_awareness     2.833828e-01  9.806609e-17  4.685786e-16
## defending_standing_tackle       2.999717e-01  9.801188e-16  5.572799e-17
## defending_sliding_tackle        9.914425e-02  2.676678e-15  9.626631e-16
## goalkeeping_diving             -1.610776e-05 -6.559194e-16  1.271413e-16
## goalkeeping_handling           -2.074674e-04 -9.475927e-17 -3.301396e-17
## goalkeeping_kicking             1.163112e-04  1.359590e-16  1.816039e-16
## goalkeeping_positioning         6.247800e-07  3.614730e-16  9.944844e-17
## goalkeeping_reflexes            1.512524e-04 -5.664956e-16  2.762005e-17
##                                        PC118         PC119         PC120
## potential                       0.000000e+00  0.000000e+00  0.000000e+00
## value_eur                      -5.021157e-15 -2.537033e-16 -1.452831e-16
## wage_eur                        9.480219e-16  1.749510e-15  2.430147e-16
## age                            -1.511706e-15  5.218620e-16 -2.096245e-16
## height_cm                      -9.200728e-16  1.120617e-15  2.546061e-17
## weight_kg                       1.254617e-15 -1.817003e-15 -2.389250e-16
## league_level.1                  9.706549e-02  8.543011e-02 -2.058465e-02
## league_level.2                  7.841581e-02  6.901599e-02 -1.662962e-02
## league_level.3                  5.539409e-02  4.875392e-02 -1.174741e-02
## league_level.4                  4.034604e-02  3.550970e-02 -8.556174e-03
## league_level.5                  9.062093e-03  7.975806e-03 -1.921795e-03
## club_position.CAM              -7.331464e-02 -4.658335e-02 -4.689927e-02
## club_position.CB               -5.848098e-02 -3.715820e-02 -3.741020e-02
## club_position.CDM              -5.597461e-02 -3.556567e-02 -3.580688e-02
## club_position.CF               -1.169216e-02 -7.429074e-03 -7.479457e-03
## club_position.CM               -3.943651e-02 -2.505754e-02 -2.522748e-02
## club_position.LAM              -2.024256e-02 -1.286191e-02 -1.294914e-02
## club_position.LB               -9.662212e-02 -6.139267e-02 -6.180903e-02
## club_position.LCB              -1.107889e-01 -7.039410e-02 -7.087150e-02
## club_position.LCM              -9.214022e-02 -5.854492e-02 -5.894197e-02
## club_position.LDM              -6.437627e-02 -4.090400e-02 -4.118141e-02
## club_position.LF               -2.458673e-02 -1.562215e-02 -1.572810e-02
## club_position.LM               -8.600674e-02 -5.464777e-02 -5.501839e-02
## club_position.LS               -6.150289e-02 -3.907828e-02 -3.934331e-02
## club_position.LW               -5.749212e-02 -3.652988e-02 -3.677763e-02
## club_position.LWB              -4.599084e-02 -2.922209e-02 -2.942027e-02
## club_position.RAM              -1.821522e-02 -1.157376e-02 -1.165225e-02
## club_position.RB               -9.681167e-02 -6.151311e-02 -6.193029e-02
## club_position.RCB              -1.120755e-01 -7.121158e-02 -7.169453e-02
## club_position.RCM              -9.234019e-02 -5.867198e-02 -5.906989e-02
## club_position.RDM              -6.437627e-02 -4.090400e-02 -4.118141e-02
## club_position.RES              -2.048693e-01 -1.301718e-01 -1.310546e-01
## club_position.RF               -2.574653e-02 -1.635907e-02 -1.647002e-02
## club_position.RM               -8.579027e-02 -5.451023e-02 -5.487991e-02
## club_position.RS               -6.363337e-02 -4.043197e-02 -4.070617e-02
## club_position.RW               -5.831739e-02 -3.705425e-02 -3.730555e-02
## club_position.RWB              -4.578082e-02 -2.908865e-02 -2.928593e-02
## club_position.ST               -9.224026e-02 -5.860849e-02 -5.900596e-02
## club_position.SUB              -2.766433e-01 -1.757762e-01 -1.769683e-01
## club_contract_valid_until.2021  2.616231e-02  4.308181e-02  2.340061e-02
## club_contract_valid_until.2022  3.970457e-02  6.538201e-02  3.551334e-02
## club_contract_valid_until.2023  3.593056e-02  5.916730e-02  3.213771e-02
## club_contract_valid_until.2024  3.153673e-02  5.193193e-02  2.820770e-02
## club_contract_valid_until.2025  2.250764e-02  3.706361e-02  2.013172e-02
## club_contract_valid_until.2026  1.292269e-02  2.127996e-02  1.155857e-02
## club_contract_valid_until.2027  2.450290e-03  4.034924e-03  2.191636e-03
## club_contract_valid_until.2028  6.551335e-04  1.078817e-03  5.859773e-04
## club_contract_valid_until.2031  6.551335e-04  1.078817e-03  5.859773e-04
## preferred_foot.Left            -1.046151e-01 -3.988440e-03  6.505720e-01
## preferred_foot.Right           -1.046151e-01 -3.988440e-03  6.505720e-01
## weak_foot.1                    -1.231196e-02 -9.506570e-03 -6.801731e-03
## weak_foot.2                    -1.004184e-01 -7.753714e-02 -5.547603e-02
## weak_foot.3                    -1.236555e-01 -9.547945e-02 -6.831333e-02
## weak_foot.4                    -9.395121e-02 -7.254357e-02 -5.190324e-02
## weak_foot.5                    -3.265294e-02 -2.521267e-02 -1.803908e-02
## skill_moves.2                  -6.272323e-02 -8.832616e-02 -4.148592e-02
## skill_moves.3                  -6.091236e-02 -8.577611e-02 -4.028818e-02
## skill_moves.4                  -3.185135e-02 -4.485272e-02 -2.106688e-02
## skill_moves.5                  -7.260220e-03 -1.022376e-02 -4.801999e-03
## international_reputation.1      1.526720e-01  9.022605e-02  8.175013e-03
## international_reputation.2      1.333288e-01  7.879460e-02  7.139257e-03
## international_reputation.3      7.124811e-02  4.210618e-02  3.815069e-03
## international_reputation.4      3.277207e-02  1.936763e-02  1.754822e-03
## international_reputation.5      1.125656e-02  6.652395e-03  6.027463e-04
## work_rate.High.High            -1.699505e-01 -7.953764e-02  4.567188e-02
## work_rate.High.Low             -1.457244e-01 -6.819973e-02  3.916146e-02
## work_rate.High.Medium          -2.823944e-01 -1.321619e-01  7.588966e-02
## work_rate.Low.High             -1.121362e-01 -5.248028e-02  3.013508e-02
## work_rate.Low.Low              -3.573678e-02 -1.672499e-02  9.603775e-03
## work_rate.Low.Medium           -1.126373e-01 -5.271480e-02  3.026975e-02
## work_rate.Medium.High          -2.173359e-01 -1.017142e-01  5.840607e-02
## work_rate.Medium.Low           -1.443267e-01 -6.754559e-02  3.878584e-02
## work_rate.Medium.Medium        -3.443622e-01 -1.611632e-01  9.254267e-02
## body_type.Lean..170..          -9.450265e-02  1.629075e-01 -1.747007e-02
## body_type.Lean..170.185.       -2.402982e-01  4.142359e-01 -4.442231e-02
## body_type.Lean..185..          -1.622543e-01  2.797007e-01 -2.999487e-02
## body_type.Normal..170..        -1.111614e-01  1.916246e-01 -2.054966e-02
## body_type.Normal..170.185.     -2.756346e-01  4.751502e-01 -5.095470e-02
## body_type.Normal..185..        -2.152580e-01  3.710706e-01 -3.979330e-02
## body_type.Stocky..170..        -4.275419e-02  7.370143e-02 -7.903679e-03
## body_type.Stocky..170.185.     -9.892239e-02  1.705265e-01 -1.828712e-02
## body_type.Stocky..185..        -7.120013e-02  1.227377e-01 -1.316229e-02
## body_type.Unique               -4.925398e-02  8.490603e-02 -9.105251e-03
## real_face.No                    1.144895e-01  6.213280e-02 -9.859357e-03
## real_face.Yes                   1.144895e-01  6.213280e-02 -9.859357e-03
## pace                           -1.424858e-15  5.128276e-17  1.690596e-15
## shooting                       -1.240544e-15 -2.670824e-15 -3.550654e-15
## passing                        -9.200540e-16  2.125036e-17  1.210458e-15
## dribbling                       3.959506e-16  3.761748e-15 -3.782239e-15
## defending                      -3.434536e-15  1.608793e-15 -1.336333e-15
## physic                         -3.773024e-16 -2.676678e-15 -3.725319e-15
## attacking_crossing              3.866265e-16 -1.149254e-17 -4.235978e-16
## attacking_finishing             5.989675e-16  1.007874e-15  1.442856e-15
## attacking_heading_accuracy      2.719179e-16 -5.486063e-17  1.379105e-16
## attacking_short_passing         2.680148e-16  1.769418e-16 -6.223320e-16
## attacking_volleys               1.799776e-16  2.254056e-16  3.001072e-16
## skill_dribbling                -2.065947e-16 -1.846972e-15  2.174422e-15
## skill_curve                     1.356337e-16 -2.452465e-16 -2.187378e-16
## skill_fk_accuracy              -2.658464e-16  2.660632e-16  1.140581e-16
## skill_long_passing              3.469447e-16  1.301043e-16 -2.090342e-16
## skill_ball_control              8.565197e-18 -1.230895e-15  1.111849e-15
## movement_acceleration           5.293075e-16  1.739873e-16 -5.991572e-16
## movement_sprint_speed           1.059482e-15 -2.313687e-16 -1.186985e-15
## movement_agility                1.105886e-16 -4.367166e-16  5.147792e-16
## movement_reactions              2.324529e-16 -1.064687e-16  1.908196e-16
## movement_balance                7.741204e-17 -3.376206e-16  1.755865e-16
## power_shot_power               -2.818926e-18  7.691330e-16  7.448469e-16
## power_jumping                  -3.361027e-17  2.061068e-16  9.367507e-17
## power_stamina                   2.025290e-16  7.008283e-16  1.028257e-15
## power_strength                  2.070013e-16  1.797472e-15  2.439889e-15
## power_long_shots                5.533768e-16  7.524363e-16  6.561592e-16
## mentality_aggression            9.887924e-17  7.624110e-16  9.853229e-16
## mentality_interceptions         5.368969e-16 -2.441623e-16  5.833008e-16
## mentality_positioning          -3.018419e-16  2.478486e-16  6.305720e-16
## mentality_vision                3.254775e-16 -2.003606e-16 -3.877107e-16
## mentality_penalties             1.712497e-16 -6.602791e-17  3.298143e-16
## mentality_composure            -7.806256e-17 -5.893723e-16  1.392116e-16
## defending_marking_awareness     1.517233e-15 -1.006573e-15  6.917210e-17
## defending_standing_tackle       1.153591e-16 -2.402592e-16  2.419939e-16
## defending_sliding_tackle        1.147520e-15 -4.128642e-16  6.314393e-16
## goalkeeping_diving             -1.173310e-17  1.127198e-16 -1.043426e-16
## goalkeeping_handling           -1.014813e-16 -3.751340e-17 -3.144186e-17
## goalkeeping_kicking            -1.422473e-16  6.657001e-17 -1.305379e-16
## goalkeeping_positioning         2.879641e-16  4.174178e-17  2.857957e-16
## goalkeeping_reflexes           -1.994932e-16 -1.715208e-16  1.214306e-16
##                                        PC121         PC122         PC123
## potential                       0.000000e+00  0.000000e+00  0.000000e+00
## value_eur                      -1.006140e-16 -3.764350e-16 -4.423545e-17
## wage_eur                        9.211382e-16 -1.132503e-16  6.112882e-16
## age                            -1.711694e-16  2.190109e-17 -1.931856e-16
## height_cm                       2.109271e-16  4.119347e-16  6.537605e-16
## weight_kg                      -4.438861e-16  4.720292e-17  1.366433e-17
## league_level.1                 -4.494770e-02  1.618684e-01 -4.062788e-01
## league_level.2                 -3.631167e-02  1.307678e-01 -3.282184e-01
## league_level.3                 -2.565111e-02  9.237631e-02 -2.318584e-01
## league_level.4                 -1.868287e-02  6.728188e-02 -1.688730e-01
## league_level.5                 -4.196345e-03  1.511213e-02 -3.793043e-02
## club_position.CAM              -6.964150e-02  5.634599e-02 -4.284864e-02
## club_position.CB               -5.555103e-02  4.494558e-02 -3.417913e-02
## club_position.CDM              -5.317022e-02  4.301930e-02 -3.271428e-02
## club_position.CF               -1.110637e-02  8.986012e-03 -6.833466e-03
## club_position.CM               -3.746070e-02  3.030894e-02 -2.304862e-02
## club_position.LAM              -1.922839e-02  1.555742e-02 -1.183074e-02
## club_position.LB               -9.178125e-02  7.425896e-02 -5.647067e-02
## club_position.LCB              -1.052383e-01  8.514685e-02 -6.475042e-02
## club_position.LCM              -8.752390e-02  7.081439e-02 -5.385123e-02
## club_position.LDM              -6.115095e-02  4.947640e-02 -3.762462e-02
## club_position.LF               -2.335491e-02  1.889614e-02 -1.436968e-02
## club_position.LM               -8.169771e-02  6.610050e-02 -5.026652e-02
## club_position.LS               -5.842153e-02  4.726806e-02 -3.594528e-02
## club_position.LW               -5.461170e-02  4.418559e-02 -3.360119e-02
## club_position.LWB              -4.368665e-02  3.534627e-02 -2.687928e-02
## club_position.RAM              -1.730262e-02  1.399932e-02 -1.064586e-02
## club_position.RB               -9.196131e-02  7.440464e-02 -5.658145e-02
## club_position.RCB              -1.064604e-01  8.613565e-02 -6.550237e-02
## club_position.RCM              -8.771385e-02  7.096808e-02 -5.396810e-02
## club_position.RDM              -6.115095e-02  4.947640e-02 -3.762462e-02
## club_position.RES              -1.946051e-01  1.574523e-01 -1.197356e-01
## club_position.RF               -2.445660e-02  1.978750e-02 -1.504752e-02
## club_position.RM               -8.149209e-02  6.593414e-02 -5.014001e-02
## club_position.RS               -6.044527e-02  4.890544e-02 -3.719044e-02
## club_position.RW               -5.539563e-02  4.481985e-02 -3.408352e-02
## club_position.RWB              -4.348716e-02  3.518487e-02 -2.675654e-02
## club_position.ST               -8.761893e-02  7.089128e-02 -5.390970e-02
## club_position.SUB              -2.627832e-01  2.126143e-01 -1.616838e-01
## club_contract_valid_until.2021 -2.854102e-01 -1.843478e-01  3.648134e-02
## club_contract_valid_until.2022 -4.331455e-01 -2.797708e-01  5.536498e-02
## club_contract_valid_until.2023 -3.919740e-01 -2.531779e-01  5.010240e-02
## club_contract_valid_until.2024 -3.440408e-01 -2.222177e-01  4.397555e-02
## club_contract_valid_until.2025 -2.455406e-01 -1.585959e-01  3.138518e-02
## club_contract_valid_until.2026 -1.409763e-01 -9.105732e-02  1.801970e-02
## club_contract_valid_until.2027 -2.673073e-02 -1.726551e-02  3.416742e-03
## club_contract_valid_until.2028 -7.146989e-03 -4.616275e-03  9.135334e-04
## club_contract_valid_until.2031 -7.146989e-03 -4.616275e-03  9.135334e-04
## preferred_foot.Left            -9.198140e-02  2.173699e-01 -2.996319e-02
## preferred_foot.Right           -9.198140e-02  2.173699e-01 -2.996319e-02
## weak_foot.1                     1.306581e-02  4.074281e-03  1.008803e-02
## weak_foot.2                     1.065669e-01  3.323050e-02  8.227966e-02
## weak_foot.3                     1.312268e-01  4.092013e-02  1.013194e-01
## weak_foot.4                     9.970374e-02  3.109038e-02  7.698066e-02
## weak_foot.5                     3.465224e-02  1.080553e-02  2.675479e-02
## skill_moves.2                  -3.022279e-02  2.068404e-01  3.474683e-01
## skill_moves.3                  -2.935023e-02  2.008687e-01  3.374366e-01
## skill_moves.4                  -1.534737e-02  1.050352e-01  1.764471e-01
## skill_moves.5                  -3.498290e-03  2.394179e-02  4.021948e-02
## international_reputation.1      2.565507e-02 -4.759697e-02 -4.490465e-03
## international_reputation.2      2.240463e-02 -4.156654e-02 -3.921533e-03
## international_reputation.3      1.197256e-02 -2.221228e-02 -2.095585e-03
## international_reputation.4      5.507033e-03 -1.021701e-02 -9.639085e-04
## international_reputation.5      1.891556e-03 -3.509340e-03 -3.310834e-04
## work_rate.High.High             7.921806e-02 -1.671332e-01 -5.557804e-02
## work_rate.High.Low              6.792571e-02 -1.433087e-01 -4.765552e-02
## work_rate.High.Medium           1.316309e-01 -2.777131e-01 -9.235000e-02
## work_rate.Low.High              5.226942e-02 -1.102773e-01 -3.667133e-02
## work_rate.Low.Low               1.665779e-02 -3.514437e-02 -1.168682e-02
## work_rate.Low.Medium            5.250300e-02 -1.107701e-01 -3.683520e-02
## work_rate.Medium.High           1.013056e-01 -2.137331e-01 -7.107425e-02
## work_rate.Medium.Low            6.727420e-02 -1.419342e-01 -4.719843e-02
## work_rate.Medium.Medium         1.605156e-01 -3.386537e-01 -1.126150e-01
## body_type.Lean..170..           7.930018e-03  1.304032e-02  1.139768e-02
## body_type.Lean..170.185.        2.016418e-02  3.315848e-02  2.898163e-02
## body_type.Lean..185..           1.361528e-02  2.238930e-02  1.956900e-02
## body_type.Normal..170..         9.327905e-03  1.533904e-02  1.340684e-02
## body_type.Normal..170.185.      2.312937e-02  3.803451e-02  3.324344e-02
## body_type.Normal..185..         1.806298e-02  2.970322e-02  2.596161e-02
## body_type.Stocky..170..         3.587640e-03  5.899604e-03  5.156453e-03
## body_type.Stocky..170.185.      8.300892e-03  1.365019e-02  1.193073e-02
## body_type.Stocky..185..         5.974629e-03  9.824829e-03  8.587231e-03
## body_type.Unique                4.133058e-03  6.796503e-03  5.940372e-03
## real_face.No                    8.963365e-02 -4.993012e-02 -3.289408e-01
## real_face.Yes                   8.963365e-02 -4.993012e-02 -3.289408e-01
## pace                           -1.864177e-15 -2.592327e-15  2.628540e-15
## shooting                        2.893952e-15 -1.745023e-15 -2.030494e-15
## passing                         1.404692e-15  2.671257e-15 -2.722757e-15
## dribbling                      -2.291353e-15  5.530515e-16  2.706602e-15
## defending                       2.299810e-15 -2.764932e-15 -2.782388e-15
## physic                         -1.951998e-15 -1.311885e-15 -2.334504e-15
## attacking_crossing             -4.687006e-16 -1.158253e-15  5.022024e-16
## attacking_finishing            -1.397103e-15  9.884671e-16  1.125077e-15
## attacking_heading_accuracy     -5.603157e-16  2.892651e-16 -2.970714e-17
## attacking_short_passing         5.854692e-17 -7.823603e-16  8.482798e-16
## attacking_volleys              -5.154297e-16  2.923009e-16  2.907830e-16
## skill_dribbling                 1.512205e-15 -2.265440e-16 -1.289808e-15
## skill_curve                    -7.676151e-17 -1.986258e-16  1.514630e-16
## skill_fk_accuracy              -1.023487e-16 -8.500145e-17  2.081668e-17
## skill_long_passing             -7.199102e-16 -6.427150e-16  2.628106e-16
## skill_ball_control              5.319096e-16 -1.168770e-16 -9.571337e-16
## movement_acceleration           6.821800e-16  1.266511e-15 -1.092822e-15
## movement_sprint_speed           9.393528e-16  1.466709e-15 -1.477551e-15
## movement_agility                4.770490e-16  3.556183e-17 -2.142383e-16
## movement_reactions              2.090342e-16 -1.574262e-16 -1.045171e-16
## movement_balance                1.681598e-16 -2.611843e-16 -2.371150e-16
## power_shot_power               -4.792174e-16  2.142383e-16  3.541004e-16
## power_jumping                   1.229485e-16  3.523657e-16  1.899522e-16
## power_stamina                   3.374037e-16  9.150666e-17  7.433290e-16
## power_strength                  1.360457e-15  5.678509e-16  1.344844e-15
## power_long_shots               -6.496539e-16  3.287301e-16  2.766884e-16
## mentality_aggression            7.780235e-16  5.898060e-16  8.925152e-16
## mentality_interceptions        -9.141993e-16  9.089951e-16  4.631712e-16
## mentality_positioning          -1.843144e-16 -1.296706e-16 -1.639314e-16
## mentality_vision               -3.027092e-16 -6.607128e-16  6.641823e-16
## mentality_penalties            -6.895526e-17  6.548581e-17  2.964209e-16
## mentality_composure             1.170938e-16  8.760354e-17  2.246467e-16
## defending_marking_awareness    -8.164042e-16  9.484601e-16  1.005923e-15
## defending_standing_tackle      -9.072604e-16  6.990936e-16  9.974660e-16
## defending_sliding_tackle        1.752071e-16  3.885781e-16  3.642919e-16
## goalkeeping_diving             -1.113001e-17 -1.017219e-16  5.858419e-17
## goalkeeping_handling           -1.149254e-16 -1.639314e-16 -3.209238e-17
## goalkeeping_kicking            -4.770490e-17  1.765081e-16 -8.153200e-17
## goalkeeping_positioning        -3.361027e-17  1.346579e-16 -1.975416e-16
## goalkeeping_reflexes            1.565588e-16 -6.635317e-17  6.808790e-17
##                                        PC124         PC125
## potential                       0.000000e+00  0.000000e+00
## value_eur                       8.231805e-17 -2.878557e-16
## wage_eur                       -4.456125e-16  1.431836e-15
## age                            -1.276147e-16  1.657039e-17
## height_cm                      -8.814702e-19 -3.642225e-16
## weight_kg                       3.488227e-17 -2.171596e-16
## league_level.1                  1.070865e-01  2.726243e-01
## league_level.2                  8.651142e-02  2.202436e-01
## league_level.3                  6.111296e-02  1.555834e-01
## league_level.4                  4.451135e-02  1.133185e-01
## league_level.5                  9.997659e-03  2.545237e-02
## club_position.CAM              -8.343187e-03 -1.451768e-02
## club_position.CB               -6.655121e-03 -1.158034e-02
## club_position.CDM              -6.369896e-03 -1.108403e-02
## club_position.CF               -1.330565e-03 -2.315267e-03
## club_position.CM               -4.487865e-03 -7.809171e-03
## club_position.LAM              -2.303598e-03 -4.008407e-03
## club_position.LB               -1.099557e-02 -1.913300e-02
## club_position.LCB              -1.260775e-02 -2.193829e-02
## club_position.LCM              -1.048553e-02 -1.824550e-02
## club_position.LDM              -7.326003e-03 -1.274771e-02
## club_position.LF               -2.797964e-03 -4.868636e-03
## club_position.LM               -9.787544e-03 -1.703095e-02
## club_position.LS               -6.999013e-03 -1.217873e-02
## club_position.LW               -6.542588e-03 -1.138452e-02
## club_position.LWB              -5.233745e-03 -9.107051e-03
## club_position.RAM              -2.072888e-03 -3.606957e-03
## club_position.RB               -1.101714e-02 -1.917053e-02
## club_position.RCB              -1.275416e-02 -2.219306e-02
## club_position.RCM              -1.050829e-02 -1.828509e-02
## club_position.RDM              -7.326003e-03 -1.274771e-02
## club_position.RES              -2.331407e-02 -4.056797e-02
## club_position.RF               -2.929948e-03 -5.098297e-03
## club_position.RM               -9.762911e-03 -1.698809e-02
## club_position.RS               -7.241461e-03 -1.260060e-02
## club_position.RW               -6.636504e-03 -1.154794e-02
## club_position.RWB              -5.209846e-03 -9.065464e-03
## club_position.ST               -1.049692e-02 -1.826531e-02
## club_position.SUB              -3.148193e-02 -5.478057e-02
## club_contract_valid_until.2021  7.874976e-02 -2.820637e-02
## club_contract_valid_until.2022  1.195126e-01 -4.280668e-02
## club_contract_valid_until.2023  1.081526e-01 -3.873780e-02
## club_contract_valid_until.2024  9.492700e-02 -3.400069e-02
## club_contract_valid_until.2025  6.774903e-02 -2.426616e-02
## club_contract_valid_until.2026  3.889789e-02 -1.393234e-02
## club_contract_valid_until.2027  7.375486e-03 -2.641731e-03
## club_contract_valid_until.2028  1.971982e-03 -7.063189e-04
## club_contract_valid_until.2031  1.971982e-03 -7.063189e-04
## preferred_foot.Left             5.990380e-02 -4.934898e-02
## preferred_foot.Right            5.990380e-02 -4.934898e-02
## weak_foot.1                     6.065865e-02 -4.079928e-03
## weak_foot.2                     4.947419e-01 -3.327656e-02
## weak_foot.3                     6.092265e-01 -4.097685e-02
## weak_foot.4                     4.628793e-01 -3.113347e-02
## weak_foot.5                     1.608747e-01 -1.082050e-02
## skill_moves.2                  -1.154450e-01 -2.012580e-01
## skill_moves.3                  -1.121120e-01 -1.954475e-01
## skill_moves.4                  -5.862387e-02 -1.022004e-01
## skill_moves.5                  -1.336277e-02 -2.329563e-02
## international_reputation.1      7.100811e-02  1.673313e-02
## international_reputation.2      6.201153e-02  1.461308e-02
## international_reputation.3      3.313766e-02  7.808923e-03
## international_reputation.4      1.524237e-02  3.591879e-03
## international_reputation.5      5.235450e-03  1.233739e-03
## work_rate.High.High            -3.718474e-02  1.809587e-02
## work_rate.High.Low             -3.188414e-02  1.551634e-02
## work_rate.High.Medium          -6.178719e-02  3.006859e-02
## work_rate.Low.High             -2.453512e-02  1.193996e-02
## work_rate.Low.Low              -7.819119e-03  3.805156e-03
## work_rate.Low.Medium           -2.464476e-02  1.199332e-02
## work_rate.Medium.High          -4.755255e-02  2.314134e-02
## work_rate.Medium.Low           -3.157833e-02  1.536752e-02
## work_rate.Medium.Medium        -7.534560e-02  3.666676e-02
## body_type.Lean..170..          -5.321702e-04 -7.132800e-03
## body_type.Lean..170.185.       -1.353185e-03 -1.813705e-02
## body_type.Lean..185..          -9.136984e-04 -1.224651e-02
## body_type.Normal..170..        -6.259801e-04 -8.390156e-03
## body_type.Normal..170.185.     -1.552173e-03 -2.080414e-02
## body_type.Normal..185..        -1.212177e-03 -1.624708e-02
## body_type.Stocky..170..        -2.407605e-04 -3.226969e-03
## body_type.Stocky..170.185.     -5.570589e-04 -7.466389e-03
## body_type.Stocky..185..        -4.009473e-04 -5.373990e-03
## body_type.Unique               -2.773626e-04 -3.717555e-03
## real_face.No                    2.821835e-02 -5.997813e-01
## real_face.Yes                   2.821835e-02 -5.997813e-01
## pace                            3.312305e-16 -1.946251e-15
## shooting                        1.620103e-15  9.746164e-16
## passing                         1.605917e-15  1.516514e-15
## dribbling                       3.979598e-15 -4.781332e-17
## defending                       2.447837e-15  2.592097e-15
## physic                         -2.791821e-18  4.862105e-16
## attacking_crossing             -4.367810e-16 -3.327959e-16
## attacking_finishing            -9.164253e-16 -4.603658e-16
## attacking_heading_accuracy     -6.089150e-17 -2.139131e-16
## attacking_short_passing        -4.319190e-16 -1.978669e-16
## attacking_volleys               8.331416e-17  3.610393e-17
## skill_dribbling                -2.162617e-15 -9.092899e-17
## skill_curve                    -2.457412e-16 -6.147426e-17
## skill_fk_accuracy              -6.342583e-18 -3.127923e-16
## skill_long_passing             -2.168675e-16 -3.182133e-16
## skill_ball_control             -1.416408e-15  3.320369e-17
## movement_acceleration           1.629437e-16  9.584008e-16
## movement_sprint_speed          -4.025507e-16  1.146110e-15
## movement_agility               -6.047409e-16  2.064321e-16
## movement_reactions             -3.415643e-16  3.003240e-17
## movement_balance               -2.026103e-16 -1.890578e-16
## power_shot_power               -1.892610e-16 -7.356312e-17
## power_jumping                   4.323256e-17 -1.483189e-16
## power_stamina                   2.634611e-17 -2.051311e-16
## power_strength                  9.469828e-19 -3.126907e-16
## power_long_shots               -5.806174e-16 -3.729655e-16
## mentality_aggression           -3.930233e-18 -2.441623e-16
## mentality_interceptions        -5.300393e-16 -5.364632e-16
## mentality_positioning          -5.999704e-17  9.757820e-19
## mentality_vision               -1.790966e-16 -2.475776e-16
## mentality_penalties            -5.467428e-17 -2.251075e-17
## mentality_composure            -2.354616e-16  3.491131e-17
## defending_marking_awareness    -8.952799e-16 -8.571702e-16
## defending_standing_tackle      -8.199821e-16 -6.236331e-16
## defending_sliding_tackle       -2.011195e-16 -3.027092e-16
## goalkeeping_diving              2.358044e-17 -5.497625e-17
## goalkeeping_handling            6.972775e-17 -8.673617e-17
## goalkeeping_kicking             1.626303e-17  7.632783e-17
## goalkeeping_positioning        -1.662217e-17  3.865181e-17
## goalkeeping_reflexes            2.316669e-16 -4.483176e-17
summary(pc_fifa_variables)
## Importance of components:
##                           PC1     PC2     PC3     PC4     PC5     PC6    PC7
## Standard deviation     4.1663 3.18624 2.24427 1.82163 1.65196 1.51475 1.4403
## Proportion of Variance 0.1389 0.08122 0.04029 0.02655 0.02183 0.01836 0.0166
## Cumulative Proportion  0.1389 0.22008 0.26038 0.28692 0.30876 0.32711 0.3437
##                            PC8     PC9    PC10    PC11    PC12    PC13    PC14
## Standard deviation     1.40812 1.30822 1.27674 1.22009 1.21078 1.18470 1.17463
## Proportion of Variance 0.01586 0.01369 0.01304 0.01191 0.01173 0.01123 0.01104
## Cumulative Proportion  0.35957 0.37326 0.38630 0.39821 0.40994 0.42117 0.43220
##                           PC15    PC16    PC17    PC18    PC19    PC20    PC21
## Standard deviation     1.16094 1.13409 1.12329 1.09892 1.09051 1.07968 1.07174
## Proportion of Variance 0.01078 0.01029 0.01009 0.00966 0.00951 0.00933 0.00919
## Cumulative Proportion  0.44299 0.45328 0.46337 0.47303 0.48255 0.49187 0.50106
##                           PC22    PC23    PC24    PC25    PC26    PC27   PC28
## Standard deviation     1.06862 1.06418 1.05722 1.05552 1.04730 1.04447 1.0431
## Proportion of Variance 0.00914 0.00906 0.00894 0.00891 0.00877 0.00873 0.0087
## Cumulative Proportion  0.51020 0.51926 0.52820 0.53711 0.54589 0.55461 0.5633
##                           PC29    PC30    PC31    PC32    PC33    PC34   PC35
## Standard deviation     1.03858 1.03586 1.03145 1.03001 1.02884 1.02597 1.0245
## Proportion of Variance 0.00863 0.00858 0.00851 0.00849 0.00847 0.00842 0.0084
## Cumulative Proportion  0.57195 0.58053 0.58904 0.59753 0.60600 0.61442 0.6228
##                           PC36    PC37    PC38    PC39   PC40    PC41    PC42
## Standard deviation     1.02292 1.01895 1.01646 1.01566 1.0126 1.01059 1.00875
## Proportion of Variance 0.00837 0.00831 0.00827 0.00825 0.0082 0.00817 0.00814
## Cumulative Proportion  0.63119 0.63949 0.64776 0.65601 0.6642 0.67238 0.68052
##                           PC43    PC44    PC45    PC46    PC47   PC48    PC49
## Standard deviation     1.00744 1.00710 1.00457 1.00307 1.00125 0.9998 0.99855
## Proportion of Variance 0.00812 0.00811 0.00807 0.00805 0.00802 0.0080 0.00798
## Cumulative Proportion  0.68864 0.69676 0.70483 0.71288 0.72090 0.7289 0.73687
##                           PC50    PC51    PC52    PC53    PC54   PC55    PC56
## Standard deviation     0.99756 0.99556 0.99461 0.99223 0.99065 0.9873 0.98564
## Proportion of Variance 0.00796 0.00793 0.00791 0.00788 0.00785 0.0078 0.00777
## Cumulative Proportion  0.74483 0.75276 0.76068 0.76855 0.77641 0.7842 0.79197
##                           PC57    PC58    PC59    PC60    PC61   PC62    PC63
## Standard deviation     0.98372 0.98019 0.97777 0.97704 0.97403 0.9685 0.96280
## Proportion of Variance 0.00774 0.00769 0.00765 0.00764 0.00759 0.0075 0.00742
## Cumulative Proportion  0.79972 0.80740 0.81505 0.82269 0.83028 0.8378 0.84520
##                           PC64    PC65    PC66   PC67    PC68    PC69    PC70
## Standard deviation     0.95906 0.95323 0.95181 0.9489 0.94255 0.93758 0.91719
## Proportion of Variance 0.00736 0.00727 0.00725 0.0072 0.00711 0.00703 0.00673
## Cumulative Proportion  0.85256 0.85982 0.86707 0.8743 0.88138 0.88842 0.89515
##                          PC71    PC72    PC73    PC74    PC75    PC76    PC77
## Standard deviation     0.9081 0.89356 0.89096 0.87267 0.82100 0.81889 0.79992
## Proportion of Variance 0.0066 0.00639 0.00635 0.00609 0.00539 0.00536 0.00512
## Cumulative Proportion  0.9017 0.90813 0.91448 0.92057 0.92596 0.93133 0.93645
##                           PC78    PC79    PC80    PC81    PC82   PC83    PC84
## Standard deviation     0.79117 0.74762 0.71387 0.69318 0.67855 0.6327 0.61441
## Proportion of Variance 0.00501 0.00447 0.00408 0.00384 0.00368 0.0032 0.00302
## Cumulative Proportion  0.94146 0.94593 0.95000 0.95385 0.95753 0.9607 0.96375
##                           PC85    PC86    PC87    PC88    PC89    PC90    PC91
## Standard deviation     0.59816 0.58453 0.57952 0.55179 0.52117 0.50349 0.48106
## Proportion of Variance 0.00286 0.00273 0.00269 0.00244 0.00217 0.00203 0.00185
## Cumulative Proportion  0.96662 0.96935 0.97204 0.97447 0.97665 0.97867 0.98052
##                           PC92    PC93    PC94    PC95   PC96    PC97    PC98
## Standard deviation     0.47183 0.47077 0.45294 0.44340 0.4330 0.39872 0.38432
## Proportion of Variance 0.00178 0.00177 0.00164 0.00157 0.0015 0.00127 0.00118
## Cumulative Proportion  0.98231 0.98408 0.98572 0.98729 0.9888 0.99006 0.99125
##                           PC99   PC100   PC101   PC102   PC103   PC104   PC105
## Standard deviation     0.37420 0.36230 0.34564 0.33909 0.32944 0.32804 0.31118
## Proportion of Variance 0.00112 0.00105 0.00096 0.00092 0.00087 0.00086 0.00077
## Cumulative Proportion  0.99237 0.99342 0.99437 0.99529 0.99616 0.99702 0.99780
##                          PC106   PC107   PC108   PC109   PC110   PC111   PC112
## Standard deviation     0.30838 0.28249 0.26317 0.16905 0.02526 0.02492 0.02317
## Proportion of Variance 0.00076 0.00064 0.00055 0.00023 0.00001 0.00000 0.00000
## Cumulative Proportion  0.99856 0.99919 0.99975 0.99998 0.99998 0.99999 0.99999
##                          PC113   PC114   PC115     PC116     PC117     PC118
## Standard deviation     0.02122 0.01749 0.01561 3.974e-14 7.588e-15 4.979e-15
## Proportion of Variance 0.00000 0.00000 0.00000 0.000e+00 0.000e+00 0.000e+00
## Cumulative Proportion  1.00000 1.00000 1.00000 1.000e+00 1.000e+00 1.000e+00
##                            PC119     PC120     PC121    PC122    PC123
## Standard deviation     3.885e-15 3.648e-15 3.602e-15 3.45e-15 2.46e-15
## Proportion of Variance 0.000e+00 0.000e+00 0.000e+00 0.00e+00 0.00e+00
## Cumulative Proportion  1.000e+00 1.000e+00 1.000e+00 1.00e+00 1.00e+00
##                            PC124     PC125
## Standard deviation     1.972e-15 1.753e-15
## Proportion of Variance 0.000e+00 0.000e+00
## Cumulative Proportion  1.000e+00 1.000e+00
pc_fifa_variables_var <- pc_fifa_variables$sdev^2
pc_fifa_variables_var
##   [1] 1.735843e+01 1.015210e+01 5.036732e+00 3.318319e+00 2.728982e+00
##   [6] 2.294469e+00 2.074430e+00 1.982799e+00 1.711438e+00 1.630068e+00
##  [11] 1.488618e+00 1.465985e+00 1.403505e+00 1.379745e+00 1.347793e+00
##  [16] 1.286161e+00 1.261772e+00 1.207631e+00 1.189221e+00 1.165706e+00
##  [21] 1.148635e+00 1.141958e+00 1.132477e+00 1.117718e+00 1.114120e+00
##  [26] 1.096845e+00 1.090927e+00 1.088107e+00 1.078654e+00 1.073011e+00
##  [31] 1.063895e+00 1.060915e+00 1.058503e+00 1.052620e+00 1.049511e+00
##  [36] 1.046375e+00 1.038265e+00 1.033190e+00 1.031569e+00 1.025433e+00
##  [41] 1.021301e+00 1.017574e+00 1.014926e+00 1.014248e+00 1.009156e+00
##  [46] 1.006140e+00 1.002509e+00 9.996272e-01 9.971058e-01 9.951301e-01
##  [51] 9.911415e-01 9.892436e-01 9.845181e-01 9.813923e-01 9.747153e-01
##  [56] 9.714871e-01 9.677029e-01 9.607745e-01 9.560393e-01 9.546061e-01
##  [61] 9.487315e-01 9.378964e-01 9.269909e-01 9.198054e-01 9.086526e-01
##  [66] 9.059513e-01 9.004786e-01 8.884077e-01 8.790588e-01 8.412421e-01
##  [71] 8.245695e-01 7.984471e-01 7.938167e-01 7.615514e-01 6.740440e-01
##  [76] 6.705788e-01 6.398722e-01 6.259525e-01 5.589386e-01 5.096048e-01
##  [81] 4.804935e-01 4.604313e-01 4.002941e-01 3.774961e-01 3.577926e-01
##  [86] 3.416793e-01 3.358416e-01 3.044700e-01 2.716188e-01 2.535002e-01
##  [91] 2.314148e-01 2.226237e-01 2.216222e-01 2.051527e-01 1.966061e-01
##  [96] 1.874876e-01 1.589796e-01 1.477051e-01 1.400275e-01 1.312605e-01
## [101] 1.194654e-01 1.149797e-01 1.085288e-01 1.076072e-01 9.683166e-02
## [106] 9.509676e-02 7.980217e-02 6.925653e-02 2.857902e-02 6.380260e-04
## [111] 6.209987e-04 5.367969e-04 4.501857e-04 3.058587e-04 2.436882e-04
## [116] 1.579060e-27 5.757390e-29 2.479025e-29 1.509019e-29 1.331029e-29
## [121] 1.297121e-29 1.190166e-29 6.050425e-30 3.889315e-30 3.073993e-30
pc_fifa_variables_PEV <- pc_fifa_variables_var / sum(pc_fifa_variables_var)
opar <- par(no.readonly = TRUE)
plot(
  cumsum(pc_fifa_variables_PEV),
  ylim = c(0,1),
  xlab = 'PC',
  ylab = 'cumulative PEV',
  pch = 20,
  col = 'orange'
)
abline(h = 0.8, col = 'red', lty = 'dashed')

pc_fifa_clean <- pc_fifa_variables$x
pc_fifa_clean <- pc_fifa_clean[,-c(59:126)]
pca_set <- cbind(fifa$release_threshold, pc_fifa_clean)
pca_set <- as.data.frame(pca_set)
pca_set$V1 <- as.factor(pca_set$V1)

levels(pca_set$V1)[levels(pca_set$V1)=="1"] <- "0"
levels(pca_set$V1)[levels(pca_set$V1)=="2"] <- "1"

pca_set <- rename(pca_set, release_threshold = V1)
write.csv(pca_set, "PCA.csv", row.names = FALSE)

Player analysis

player <- read.csv("player_stats.csv")

Cleaning and EDA

player$appearances <- as.numeric(player$appearances)
## Warning: NAs introduced by coercion
player$goals <- as.numeric(player$goals)
## Warning: NAs introduced by coercion
player$assists <- as.numeric(player$assists)
## Warning: NAs introduced by coercion
player$yellow.cards <- as.numeric(player$yellow.cards)
## Warning: NAs introduced by coercion
player$second.yellows <- as.numeric(player$second.yellows)
## Warning: NAs introduced by coercion
player$red.cards <- as.numeric(player$red.cards)
## Warning: NAs introduced by coercion
player$starting.lineup.percentage <-as.numeric(player$starting.lineup.percentage)
player$minutes.played.percentage <- as.numeric(player$minutes.played.percentage)
player$goal.participation.percentage <-as.numeric(player$goal.participation.percentage)
summary(player)
##  web.scraper.order  web.scraper.start.url footballers           X          
##  Length:250         Length:250            Length:250         Mode:logical  
##  Class :character   Class :character      Class :character   NA's:250      
##  Mode  :character   Mode  :character      Mode  :character                 
##                                                                            
##                                                                            
##                                                                            
##                                                                            
##    X.1           appearances        goals          assists     
##  Mode:logical   Min.   : 1.00   Min.   : 1.00   Min.   : 1.00  
##  NA's:250       1st Qu.:17.00   1st Qu.: 9.00   1st Qu.: 3.00  
##                 Median :27.00   Median :13.00   Median : 6.00  
##                 Mean   :23.53   Mean   :12.67   Mean   : 6.46  
##                 3rd Qu.:32.00   3rd Qu.:17.00   3rd Qu.: 8.00  
##                 Max.   :37.00   Max.   :35.00   Max.   :21.00  
##                 NA's   :1       NA's   :15      NA's   :35     
##   yellow.cards    second.yellows   red.cards   starting.lineup.percentage
##  Min.   : 1.000   Min.   :1      Min.   :1     Min.   :  0.00            
##  1st Qu.: 2.000   1st Qu.:1      1st Qu.:1     1st Qu.: 71.00            
##  Median : 3.000   Median :1      Median :1     Median : 82.00            
##  Mean   : 3.636   Mean   :1      Mean   :1     Mean   : 79.27            
##  3rd Qu.: 5.000   3rd Qu.:1      3rd Qu.:1     3rd Qu.: 91.00            
##  Max.   :11.000   Max.   :1      Max.   :1     Max.   :100.00            
##  NA's   :44       NA's   :236    NA's   :229                             
##  minutes.played.percentage goal.participation.percentage
##  Min.   :  0.00            Min.   : 0.00                
##  1st Qu.: 68.00            1st Qu.:28.00                
##  Median : 78.00            Median :37.00                
##  Mean   : 76.52            Mean   :35.73                
##  3rd Qu.: 88.00            3rd Qu.:45.00                
##  Max.   :100.00            Max.   :80.00                
## 
ggplot(player,aes(x=appearances))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("appearances")
## Warning: Removed 1 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=goals))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goals")
## Warning: Removed 15 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=assists))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("assists")
## Warning: Removed 35 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=yellow.cards))+geom_histogram(bins = 11) + theme_classic()+ ggtitle("yellow.cards")
## Warning: Removed 44 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=second.yellows))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("second.yellows")
## Warning: Removed 236 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=red.cards))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("red.cards")
## Warning: Removed 229 rows containing non-finite values (stat_bin).

ggplot(player,aes(x=starting.lineup.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("starting.lineup.percentage")

ggplot(player,aes(x=minutes.played.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("minutes.played.percentage")

ggplot(player,aes(x=goal.participation.percentage))+geom_histogram(bins = 20) + theme_classic()+ ggtitle("goal.participation.percentage")

Clustering

dist_player_clean <- dist(player[,-c(1,2,3,4,5)], method = 'euclidian')
hc_player_clean <- hclust(dist_player_clean, method = 'complete')
plot(hc_player_clean, hang = -0.1)

hc_cluster_id_player <- cutree(hc_player_clean, k = 2)
sil_hc_player <- cluster::silhouette(hc_cluster_id_player, dist_player_clean)
plot(sil_hc_player, border = 'grey')

dist_fifa_clean <- dist(fifa[,-c(7,8,9,10,11,12,13,14,15,16,57)], method = 'euclidian')
hc_fifa_clean <- hclust(dist_fifa_clean, method = 'complete')
plot(hc_fifa_clean, hang = -0.1)

hc_cluster_id_fifa <- cutree(hc_fifa_clean, k = 2)
sil_hc_fifa <- cluster::silhouette(hc_cluster_id_fifa, dist_fifa_clean)
plot(sil_hc_fifa, border = 'grey')